<!DOCTYPE html>

<html
  xmlns="http://www.w3.org/1999/xhtml"
  >
  <head>
    <meta charset="utf-8" />
    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
    <meta name="generator" content="pandoc" />
    <link rel="icon" href="img/logo/data-to-viz.ico" />

    <style>
      .myheader {
        background-image: url("https://github.com/holtzy/data_to_viz/raw/master/img/overview_RGG_faded.png");
        min-height: 350px;
        background-size: 100% 100%;

        /* Create the parallax scrolling effect */
        background-attachment: fixed;
        background-position: center;
        background-repeat: no-repeat;
        background-size: cover;

        height: 100%;
        width: 100% !important;
      }
      .mytitle {
        text-transform: uppercase;
        font-family: "Montserrat";
        font-size: 200%;
        font-weight: 500;
        letter-spacing: 4px;
      }
    </style>

    <div class="myheader" style="text-align: center">
      <br />
      <a href="http://www.data-to-viz.com"
        ><img
          align="left"
          src="https://github.com/holtzy/data_to_viz/raw/master/img/logo/typo.png"
          style="width: 150px; vertical-align: top; margin-left: 5%"
      /></a>
      <br /><br />
      <br /><br />
      <p class="mytitle">Researchers network and migration flows</p>
      <center>
        <div class="mysubtitle">
          <i
            >A few data analytics ideas from
            <a href="https://www.data-to-viz.com">Data-to-Viz.com</a></i
          >
        </div>
      </center>
      <br /><br />

            <a href="https://www.data-to-viz.com/#portfolioanchor">
        <img class="mylogoheader"
        src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Arc150.png></a
      >
             <a href="https://www.data-to-viz.com/#portfolioanchor">
        <img class="mylogoheader"
        src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Network150.png></a
      >
             <a href="https://www.data-to-viz.com/#portfolioanchor">
        <img class="mylogoheader"
        src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Heatmap150.png></a
      >
             <a href="https://www.data-to-viz.com/#portfolioanchor">
        <img class="mylogoheader"
        src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Sankey150.png></a
      >
             <a href="https://www.data-to-viz.com/#portfolioanchor">
        <img class="mylogoheader"
        src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Chord150.png></a
      >
               </div>

       
    <title>AdjacencyMatrix.knit</title>

     <script src="libs/header-attrs-2.27/header-attrs.js"></script>
<script src="libs/jquery-3.6.0/jquery-3.6.0.min.js"></script>
<meta name="viewport" content="width=device-width, initial-scale=1" />
<link href="libs/bootstrap-3.3.5/css/lumen.min.css" rel="stylesheet" />
<script src="libs/bootstrap-3.3.5/js/bootstrap.min.js"></script>
<script src="libs/bootstrap-3.3.5/shim/html5shiv.min.js"></script>
<script src="libs/bootstrap-3.3.5/shim/respond.min.js"></script>
<style>h1 {font-size: 34px;}
       h1.title {font-size: 38px;}
       h2 {font-size: 30px;}
       h3 {font-size: 24px;}
       h4 {font-size: 18px;}
       h5 {font-size: 16px;}
       h6 {font-size: 12px;}
       code {color: inherit; background-color: rgba(0, 0, 0, 0.04);}
       pre:not([class]) { background-color: white }</style>
<script src="libs/navigation-1.1/tabsets.js"></script>
<script src="libs/navigation-1.1/codefolding.js"></script>
<link href="libs/pagedtable-1.1/css/pagedtable.css" rel="stylesheet" />
<script src="libs/pagedtable-1.1/js/pagedtable.js"></script>
<script src="libs/kePrint-0.0.1/kePrint.js"></script>
<link href="libs/lightable-0.0.1/lightable.css" rel="stylesheet" />
<link href="libs/htmltools-fill-0.5.8.1/fill.css" rel="stylesheet" />
<script src="libs/htmlwidgets-1.6.4/htmlwidgets.js"></script>
<script src="libs/d3-4.5.0/d3.min.js"></script>
<script src="libs/sankey-1/sankey.js"></script>
<script src="libs/sankeyNetwork-binding-0.4/sankeyNetwork.js"></script>
<script src="libs/plotly-binding-4.10.4/plotly.js"></script>
<script src="libs/typedarray-0.1/typedarray.min.js"></script>
<link href="libs/crosstalk-1.2.1/css/crosstalk.min.css" rel="stylesheet" />
<script src="libs/crosstalk-1.2.1/js/crosstalk.min.js"></script>
<link href="libs/plotly-htmlwidgets-css-2.11.1/plotly-htmlwidgets.css" rel="stylesheet" />
<script src="libs/plotly-main-2.11.1/plotly-latest.min.js"></script>       <style type="text/css">
      code {
        white-space: pre;
      }
    </style>
    <style type="text/css">
      pre > code.sourceCode { white-space: pre; position: relative; }
      pre > code.sourceCode > span { line-height: 1.25; }
      pre > code.sourceCode > span:empty { height: 1.2em; }
      .sourceCode { overflow: visible; }
      code.sourceCode > span { color: inherit; text-decoration: inherit; }
      div.sourceCode { margin: 1em 0; }
      pre.sourceCode { margin: 0; }
      @media screen {
      div.sourceCode { overflow: auto; }
      }
      @media print {
      pre > code.sourceCode { white-space: pre-wrap; }
      pre > code.sourceCode > span { display: inline-block; text-indent: -5em; padding-left: 5em; }
      }
      pre.numberSource code
        { counter-reset: source-line 0; }
      pre.numberSource code > span
        { position: relative; left: -4em; counter-increment: source-line; }
      pre.numberSource code > span > a:first-child::before
        { content: counter(source-line);
          position: relative; left: -1em; text-align: right; vertical-align: baseline;
          border: none; display: inline-block;
          -webkit-touch-callout: none; -webkit-user-select: none;
          -khtml-user-select: none; -moz-user-select: none;
          -ms-user-select: none; user-select: none;
          padding: 0 4px; width: 4em;
          color: #aaaaaa;
        }
      pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa;  padding-left: 4px; }
      div.sourceCode
        {   }
      @media screen {
      pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
      }
      code span.al { color: #ff0000; font-weight: bold; } /* Alert */
      code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
      code span.at { color: #7d9029; } /* Attribute */
      code span.bn { color: #40a070; } /* BaseN */
      code span.bu { color: #008000; } /* BuiltIn */
      code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
      code span.ch { color: #4070a0; } /* Char */
      code span.cn { color: #880000; } /* Constant */
      code span.co { color: #60a0b0; font-style: italic; } /* Comment */
      code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
      code span.do { color: #ba2121; font-style: italic; } /* Documentation */
      code span.dt { color: #902000; } /* DataType */
      code span.dv { color: #40a070; } /* DecVal */
      code span.er { color: #ff0000; font-weight: bold; } /* Error */
      code span.ex { } /* Extension */
      code span.fl { color: #40a070; } /* Float */
      code span.fu { color: #06287e; } /* Function */
      code span.im { color: #008000; font-weight: bold; } /* Import */
      code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
      code span.kw { color: #007020; font-weight: bold; } /* Keyword */
      code span.op { color: #666666; } /* Operator */
      code span.ot { color: #007020; } /* Other */
      code span.pp { color: #bc7a00; } /* Preprocessor */
      code span.sc { color: #4070a0; } /* SpecialChar */
      code span.ss { color: #bb6688; } /* SpecialString */
      code span.st { color: #4070a0; } /* String */
      code span.va { color: #19177c; } /* Variable */
      code span.vs { color: #4070a0; } /* VerbatimString */
      code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
            div.sourceCode {
        overflow-x: visible;
      }
          </style>
        <style type="text/css">
      pre:not([class]) {
        background-color: white;
      }
    </style>
           <style type="text/css">
      h1 {
        font-size: 34px;
      }
      h1.title {
        font-size: 38px;
      }
      h2 {
        font-size: 30px;
      }
      h3 {
        font-size: 24px;
      }
      h4 {
        font-size: 18px;
      }
      h5 {
        font-size: 16px;
      }
      h6 {
        font-size: 12px;
      }
      .table th:not([align]) {
        text-align: left;
      }
          </style>
         <link
      rel="stylesheet"
      href="style.css"
      type="text/css"
      
    />
      </head>

  <body>
        <style type="text/css">
      .main-container {
        max-width: 940px;
        margin-left: auto;
        margin-right: auto;
      }
      code {
        color: inherit;
        background-color: rgba(0, 0, 0, 0.04);
      }
      img {
        max-width: 100%;
        height: auto;
      }
      .tabbed-pane {
        padding-top: 12px;
      }
      button.code-folding-btn:focus {
        outline: none;
      }
    </style>

     
    <div class="container-fluid main-container">
      <!-- tabsets -->
      <script>
        $(document).ready(function () {
          window.buildTabsets("TOC");
        });
      </script>

      <!-- code folding -->
            <style type="text/css">
        .code-folding-btn {
          margin-bottom: 4px;
        }
      </style>
      <script>
        $(document).ready(function () {
                          window.initializeCodeFolding("hide" === "show");
                });
      </script>
         
                    <div class="fluid-row" id="header">
                        <div class="btn-group pull-right">
              <button
                type="button"
                class="btn btn-default btn-xs dropdown-toggle"
                data-toggle="dropdown"
                aria-haspopup="true"
                aria-expanded="false"
              >
                <span>Code</span> <span class="caret"></span>
              </button>
              <ul class="dropdown-menu" style="min-width: 50px">
                                <li><a id="rmd-show-all-code" href="#">Show All Code</a></li>
                <li><a id="rmd-hide-all-code" href="#">Hide All Code</a></li>
                                </ul>
            </div>

                         </div>
              <br><br>
<div class="mycontent">
<p>Adjacency and incidence matrices provide relationship between several
nodes. The information they contain can have different nature, thus this
document will consider several examples:</p>
<ul>
<li>Relationships can be <code>directed</code> and
<code>weighted</code>. Like the number of people migrating from one
country to another. Data used comes from this <a
href="https://onlinelibrary.wiley.com/doi/abs/10.1111/imre.12327">scientific
publication</a> from <a href="http://guyabel.com">Gui J. Abel</a>.</li>
</ul>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># Libraries</span></span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">library</span>(hrbrthemes)</span>
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(circlize)</span>
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="fu">library</span>(kableExtra)</span>
<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a><span class="fu">options</span>(<span class="at">knitr.table.format =</span> <span class="st">&quot;html&quot;</span>)</span>
<span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="fu">library</span>(viridis)</span>
<span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a><span class="fu">library</span>(igraph)</span>
<span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="fu">library</span>(ggraph)</span>
<span id="cb1-10"><a href="#cb1-10" tabindex="-1"></a><span class="fu">library</span>(colormap)</span>
<span id="cb1-11"><a href="#cb1-11" tabindex="-1"></a></span>
<span id="cb1-12"><a href="#cb1-12" tabindex="-1"></a><span class="co"># Load dataset from github</span></span>
<span id="cb1-13"><a href="#cb1-13" tabindex="-1"></a>data <span class="ot">&lt;-</span> <span class="fu">read.table</span>(<span class="st">&quot;https://raw.githubusercontent.com/holtzy/data_to_viz/master/Example_dataset/13_AdjacencyDirectedWeighted.csv&quot;</span>, <span class="at">header=</span><span class="cn">TRUE</span>)</span>
<span id="cb1-14"><a href="#cb1-14" tabindex="-1"></a></span>
<span id="cb1-15"><a href="#cb1-15" tabindex="-1"></a><span class="co"># show data</span></span>
<span id="cb1-16"><a href="#cb1-16" tabindex="-1"></a>data <span class="sc">%&gt;%</span> <span class="fu">head</span>(<span class="dv">3</span>) <span class="sc">%&gt;%</span> <span class="fu">select</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>) <span class="sc">%&gt;%</span> <span class="fu">kable</span>() <span class="sc">%&gt;%</span></span>
<span id="cb1-17"><a href="#cb1-17" tabindex="-1"></a>  <span class="fu">kable_styling</span>(<span class="at">bootstrap_options =</span> <span class="st">&quot;striped&quot;</span>, <span class="at">full_width =</span> F)</span></code></pre></div>
<table class="table table-striped" style="width: auto !important; margin-left: auto; margin-right: auto;">
<thead>
<tr>
<th style="text-align:left;">
</th>
<th style="text-align:right;">
Africa
</th>
<th style="text-align:right;">
East.Asia
</th>
<th style="text-align:right;">
Europe
</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;">
Africa
</td>
<td style="text-align:right;">
3.142471
</td>
<td style="text-align:right;">
0.000000
</td>
<td style="text-align:right;">
2.107883
</td>
</tr>
<tr>
<td style="text-align:left;">
East Asia
</td>
<td style="text-align:right;">
0.000000
</td>
<td style="text-align:right;">
1.630997
</td>
<td style="text-align:right;">
0.601265
</td>
</tr>
<tr>
<td style="text-align:left;">
Europe
</td>
<td style="text-align:right;">
0.000000
</td>
<td style="text-align:right;">
0.000000
</td>
<td style="text-align:right;">
2.401476
</td>
</tr>
</tbody>
</table>
<ul>
<li>Relationships can be <code>undirected</code> and
<code>unweighted</code>. I will consider all the co-authors of a
researcher and study who is connected through a common publication. Data
have been retrieved using the <a
href="https://github.com/jkeirstead/scholar">scholar</a> package, the
pipeline is describe in this <a
href="https://github.com/holtzy/Google-Scholar-Network">github
repository</a>. The result is an adjacency matrix with about 100
researchers, filled with 1 if they have published a paper together, 0
otherwise.</li>
</ul>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="co"># Load data</span></span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>dataUU <span class="ot">&lt;-</span> <span class="fu">read.table</span>(<span class="st">&quot;https://raw.githubusercontent.com/holtzy/data_to_viz/master/Example_dataset/13_AdjacencyUndirectedUnweighted.csv&quot;</span>, <span class="at">header=</span><span class="cn">TRUE</span>)</span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a></span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a><span class="co"># show data</span></span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a>dataUU <span class="sc">%&gt;%</span> <span class="fu">head</span>(<span class="dv">3</span>) <span class="sc">%&gt;%</span> <span class="fu">select</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>) <span class="sc">%&gt;%</span> <span class="fu">kable</span>() <span class="sc">%&gt;%</span></span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a>  <span class="fu">kable_styling</span>(<span class="at">bootstrap_options =</span> <span class="st">&quot;striped&quot;</span>, <span class="at">full_width =</span> F)</span></code></pre></div>
<table class="table table-striped" style="width: auto !important; margin-left: auto; margin-right: auto;">
<thead>
<tr>
<th style="text-align:left;">
from
</th>
<th style="text-align:right;">
A.Bateman
</th>
<th style="text-align:right;">
A.Besnard
</th>
<th style="text-align:right;">
A.Breil
</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left;">
A Armero
</td>
<td style="text-align:right;">
NA
</td>
<td style="text-align:right;">
NA
</td>
<td style="text-align:right;">
1
</td>
</tr>
<tr>
<td style="text-align:left;">
A Bateman
</td>
<td style="text-align:right;">
NA
</td>
<td style="text-align:right;">
NA
</td>
<td style="text-align:right;">
NA
</td>
</tr>
<tr>
<td style="text-align:left;">
A Besnard
</td>
<td style="text-align:right;">
NA
</td>
<td style="text-align:right;">
NA
</td>
<td style="text-align:right;">
NA
</td>
</tr>
</tbody>
</table>
<ul>
<li><p>Relationships can also be <code>undirected</code> and
<code>weighted</code></p></li>
<li><p>Relationships can also be <code>directed</code> and
<code>unweighted</code></p></li>
</ul>
<div id="chord-diagram" class="section level1">
<h1>Chord diagram</h1>
<hr />
<p>A chord diagram is a good way to represent migration flows. It works
well if your data are directed and weighted like for migration flows
between country.</p>
<p>Disclaimer: this plot is made using the circlize library, and very
strongly inspired from the <a
href="https://github.com/cran/migest">Migest package</a> from <a
href="http://guyabel.com">Gui J. Abel</a>, who is also the author of the
migration <a
href="https://www.oeaw.ac.at/fileadmin/subsites/Institute/VID/PDF/Publications/Working_Papers/WP2016_02.pdf">dataset</a>
used here.</p>
<p>Since this kind of graphic is used to display flows, it can be
applied only on networks in which connections are <code>weighted</code>.
It does not work for the other example on authors connections.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="co"># short names</span></span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="fu">colnames</span>(data) <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;Africa&quot;</span>, <span class="st">&quot;East Asia&quot;</span>, <span class="st">&quot;Europe&quot;</span>, <span class="st">&quot;Latin Ame.&quot;</span>,   <span class="st">&quot;North Ame.&quot;</span>,   <span class="st">&quot;Oceania&quot;</span>, <span class="st">&quot;South Asia&quot;</span>, <span class="st">&quot;South East Asia&quot;</span>, <span class="st">&quot;Soviet Union&quot;</span>, <span class="st">&quot;West.Asia&quot;</span>)</span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a><span class="fu">rownames</span>(data) <span class="ot">&lt;-</span> <span class="fu">colnames</span>(data)</span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a></span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a><span class="co"># I need a long format</span></span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>data_long <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a>  rownames_to_column <span class="sc">%&gt;%</span></span>
<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a>  <span class="fu">gather</span>(<span class="at">key =</span> <span class="st">&#39;key&#39;</span>, <span class="at">value =</span> <span class="st">&#39;value&#39;</span>, <span class="sc">-</span>rowname)</span>
<span id="cb3-9"><a href="#cb3-9" tabindex="-1"></a></span>
<span id="cb3-10"><a href="#cb3-10" tabindex="-1"></a><span class="co"># parameters</span></span>
<span id="cb3-11"><a href="#cb3-11" tabindex="-1"></a><span class="fu">circos.clear</span>()</span>
<span id="cb3-12"><a href="#cb3-12" tabindex="-1"></a><span class="fu">circos.par</span>(<span class="at">start.degree =</span> <span class="dv">90</span>, <span class="at">gap.degree =</span> <span class="dv">4</span>, <span class="at">track.margin =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">0.1</span>, <span class="fl">0.1</span>), <span class="at">points.overflow.warning =</span> <span class="cn">FALSE</span>)</span>
<span id="cb3-13"><a href="#cb3-13" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mar =</span> <span class="fu">rep</span>(<span class="dv">0</span>, <span class="dv">4</span>))</span>
<span id="cb3-14"><a href="#cb3-14" tabindex="-1"></a></span>
<span id="cb3-15"><a href="#cb3-15" tabindex="-1"></a><span class="co"># color palette</span></span>
<span id="cb3-16"><a href="#cb3-16" tabindex="-1"></a>mycolor <span class="ot">&lt;-</span> <span class="fu">viridis</span>(<span class="dv">10</span>, <span class="at">alpha =</span> <span class="dv">1</span>, <span class="at">begin =</span> <span class="dv">0</span>, <span class="at">end =</span> <span class="dv">1</span>, <span class="at">option =</span> <span class="st">&quot;D&quot;</span>)</span>
<span id="cb3-17"><a href="#cb3-17" tabindex="-1"></a>mycolor <span class="ot">&lt;-</span> mycolor[<span class="fu">sample</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>)]</span>
<span id="cb3-18"><a href="#cb3-18" tabindex="-1"></a></span>
<span id="cb3-19"><a href="#cb3-19" tabindex="-1"></a><span class="co"># Base plot</span></span>
<span id="cb3-20"><a href="#cb3-20" tabindex="-1"></a><span class="fu">chordDiagram</span>(</span>
<span id="cb3-21"><a href="#cb3-21" tabindex="-1"></a>  <span class="at">x =</span> data_long,</span>
<span id="cb3-22"><a href="#cb3-22" tabindex="-1"></a>  <span class="at">grid.col =</span> mycolor,</span>
<span id="cb3-23"><a href="#cb3-23" tabindex="-1"></a>  <span class="at">transparency =</span> <span class="fl">0.25</span>,</span>
<span id="cb3-24"><a href="#cb3-24" tabindex="-1"></a>  <span class="at">directional =</span> <span class="dv">1</span>,</span>
<span id="cb3-25"><a href="#cb3-25" tabindex="-1"></a>  <span class="at">direction.type =</span> <span class="fu">c</span>(<span class="st">&quot;arrows&quot;</span>, <span class="st">&quot;diffHeight&quot;</span>),</span>
<span id="cb3-26"><a href="#cb3-26" tabindex="-1"></a>  <span class="at">diffHeight  =</span> <span class="sc">-</span><span class="fl">0.04</span>,</span>
<span id="cb3-27"><a href="#cb3-27" tabindex="-1"></a>  <span class="at">annotationTrack =</span> <span class="st">&quot;grid&quot;</span>,</span>
<span id="cb3-28"><a href="#cb3-28" tabindex="-1"></a>  <span class="at">annotationTrackHeight =</span> <span class="fu">c</span>(<span class="fl">0.05</span>, <span class="fl">0.1</span>),</span>
<span id="cb3-29"><a href="#cb3-29" tabindex="-1"></a>  <span class="at">link.arr.type =</span> <span class="st">&quot;big.arrow&quot;</span>,</span>
<span id="cb3-30"><a href="#cb3-30" tabindex="-1"></a>  <span class="at">link.sort =</span> <span class="cn">TRUE</span>,</span>
<span id="cb3-31"><a href="#cb3-31" tabindex="-1"></a>  <span class="at">link.largest.ontop =</span> <span class="cn">TRUE</span>)</span>
<span id="cb3-32"><a href="#cb3-32" tabindex="-1"></a></span>
<span id="cb3-33"><a href="#cb3-33" tabindex="-1"></a><span class="co"># Add text and axis</span></span>
<span id="cb3-34"><a href="#cb3-34" tabindex="-1"></a><span class="fu">circos.trackPlotRegion</span>(</span>
<span id="cb3-35"><a href="#cb3-35" tabindex="-1"></a>  <span class="at">track.index =</span> <span class="dv">1</span>,</span>
<span id="cb3-36"><a href="#cb3-36" tabindex="-1"></a>  <span class="at">bg.border =</span> <span class="cn">NA</span>,</span>
<span id="cb3-37"><a href="#cb3-37" tabindex="-1"></a>  <span class="at">panel.fun =</span> <span class="cf">function</span>(x, y) {</span>
<span id="cb3-38"><a href="#cb3-38" tabindex="-1"></a></span>
<span id="cb3-39"><a href="#cb3-39" tabindex="-1"></a>    xlim <span class="ot">=</span> <span class="fu">get.cell.meta.data</span>(<span class="st">&quot;xlim&quot;</span>)</span>
<span id="cb3-40"><a href="#cb3-40" tabindex="-1"></a>    sector.index <span class="ot">=</span> <span class="fu">get.cell.meta.data</span>(<span class="st">&quot;sector.index&quot;</span>)</span>
<span id="cb3-41"><a href="#cb3-41" tabindex="-1"></a></span>
<span id="cb3-42"><a href="#cb3-42" tabindex="-1"></a>    <span class="co"># Add names to the sector.</span></span>
<span id="cb3-43"><a href="#cb3-43" tabindex="-1"></a>    <span class="fu">circos.text</span>(</span>
<span id="cb3-44"><a href="#cb3-44" tabindex="-1"></a>      <span class="at">x =</span> <span class="fu">mean</span>(xlim),</span>
<span id="cb3-45"><a href="#cb3-45" tabindex="-1"></a>      <span class="at">y =</span> <span class="fl">3.2</span>,</span>
<span id="cb3-46"><a href="#cb3-46" tabindex="-1"></a>      <span class="at">labels =</span> sector.index,</span>
<span id="cb3-47"><a href="#cb3-47" tabindex="-1"></a>      <span class="at">facing =</span> <span class="st">&quot;bending&quot;</span>,</span>
<span id="cb3-48"><a href="#cb3-48" tabindex="-1"></a>      <span class="at">cex =</span> <span class="fl">0.8</span></span>
<span id="cb3-49"><a href="#cb3-49" tabindex="-1"></a>      )</span>
<span id="cb3-50"><a href="#cb3-50" tabindex="-1"></a></span>
<span id="cb3-51"><a href="#cb3-51" tabindex="-1"></a>    <span class="co"># Add graduation on axis</span></span>
<span id="cb3-52"><a href="#cb3-52" tabindex="-1"></a>    <span class="fu">circos.axis</span>(</span>
<span id="cb3-53"><a href="#cb3-53" tabindex="-1"></a>      <span class="at">h =</span> <span class="st">&quot;top&quot;</span>,</span>
<span id="cb3-54"><a href="#cb3-54" tabindex="-1"></a>      <span class="at">major.at =</span> <span class="fu">seq</span>(<span class="at">from =</span> <span class="dv">0</span>, <span class="at">to =</span> xlim[<span class="dv">2</span>], <span class="at">by =</span> <span class="fu">ifelse</span>(<span class="at">test =</span> xlim[<span class="dv">2</span>]<span class="sc">&gt;</span><span class="dv">10</span>, <span class="at">yes =</span> <span class="dv">2</span>, <span class="at">no =</span> <span class="dv">1</span>)),</span>
<span id="cb3-55"><a href="#cb3-55" tabindex="-1"></a>      <span class="at">minor.ticks =</span> <span class="dv">1</span>,</span>
<span id="cb3-56"><a href="#cb3-56" tabindex="-1"></a>      <span class="at">major.tick.percentage =</span> <span class="fl">0.5</span>,</span>
<span id="cb3-57"><a href="#cb3-57" tabindex="-1"></a>      <span class="at">labels.niceFacing =</span> <span class="cn">FALSE</span>)</span>
<span id="cb3-58"><a href="#cb3-58" tabindex="-1"></a>  }</span>
<span id="cb3-59"><a href="#cb3-59" tabindex="-1"></a>)</span></code></pre></div>
<pre><code>## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.
## `major.tick.percentage` is not used any more, please directly use argument `major.tick.length`.</code></pre>
<p><img src="AdjacencyMatrix_files/figure-html/unnamed-chunk-3-1.png" width="672" style="display: block; margin: auto;" />
In my opinion this is a powerful way to display information. Major flows
are easy to detect, like the migration from South Asia towards Westa
Asia, or Africa to Europe. Moreover, for each continent it is quite easy
to quantify the proportion of people leaving and arriving.</p>
<p>However chord diagram is not an usual way of displaying information.
Thus, it is advised to give a good amount of explanation to educate your
audience. A good way to do so is to draw just a few connections in a
first step, before displaying the whole graphic. See this blog post by
<a
href="https://www.visualcinnamon.com/2014/12/using-data-storytelling-with-chord.html">Nadieh
Bremer</a> for more ideas on this topic.</p>
</div>
<div id="sankey-diagram" class="section level1">
<h1>Sankey diagram</h1>
<hr />
<p><a href="../graph/sankey.html">Sankey diagram</a> is another option
to display weighted connection. Intead of displaying regions on a
circle, they are duplicated and represented on both sides of the
graphic. Origin is usually on the left, destination on the right.</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="co"># Package</span></span>
<span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a><span class="fu">library</span>(networkD3)</span>
<span id="cb5-3"><a href="#cb5-3" tabindex="-1"></a></span>
<span id="cb5-4"><a href="#cb5-4" tabindex="-1"></a><span class="co"># I need a long format</span></span>
<span id="cb5-5"><a href="#cb5-5" tabindex="-1"></a>data_long <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb5-6"><a href="#cb5-6" tabindex="-1"></a>  rownames_to_column <span class="sc">%&gt;%</span></span>
<span id="cb5-7"><a href="#cb5-7" tabindex="-1"></a>  <span class="fu">gather</span>(<span class="at">key =</span> <span class="st">&#39;key&#39;</span>, <span class="at">value =</span> <span class="st">&#39;value&#39;</span>, <span class="sc">-</span>rowname) <span class="sc">%&gt;%</span></span>
<span id="cb5-8"><a href="#cb5-8" tabindex="-1"></a>  <span class="fu">filter</span>(value <span class="sc">&gt;</span> <span class="dv">0</span>)</span>
<span id="cb5-9"><a href="#cb5-9" tabindex="-1"></a><span class="fu">colnames</span>(data_long) <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;source&quot;</span>, <span class="st">&quot;target&quot;</span>, <span class="st">&quot;value&quot;</span>)</span>
<span id="cb5-10"><a href="#cb5-10" tabindex="-1"></a>data_long<span class="sc">$</span>target <span class="ot">&lt;-</span> <span class="fu">paste</span>(data_long<span class="sc">$</span>target, <span class="st">&quot; &quot;</span>, <span class="at">sep=</span><span class="st">&quot;&quot;</span>)</span>
<span id="cb5-11"><a href="#cb5-11" tabindex="-1"></a></span>
<span id="cb5-12"><a href="#cb5-12" tabindex="-1"></a><span class="co"># From these flows we need to create a node data frame: it lists every entities involved in the flow</span></span>
<span id="cb5-13"><a href="#cb5-13" tabindex="-1"></a>nodes <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">name=</span><span class="fu">c</span>(<span class="fu">as.character</span>(data_long<span class="sc">$</span>source), <span class="fu">as.character</span>(data_long<span class="sc">$</span>target)) <span class="sc">%&gt;%</span> <span class="fu">unique</span>())</span>
<span id="cb5-14"><a href="#cb5-14" tabindex="-1"></a></span>
<span id="cb5-15"><a href="#cb5-15" tabindex="-1"></a><span class="co"># With networkD3, connection must be provided using id, not using real name like in the links dataframe.. So we need to reformat it.</span></span>
<span id="cb5-16"><a href="#cb5-16" tabindex="-1"></a>data_long<span class="sc">$</span>IDsource<span class="ot">=</span><span class="fu">match</span>(data_long<span class="sc">$</span>source, nodes<span class="sc">$</span>name)<span class="sc">-</span><span class="dv">1</span></span>
<span id="cb5-17"><a href="#cb5-17" tabindex="-1"></a>data_long<span class="sc">$</span>IDtarget<span class="ot">=</span><span class="fu">match</span>(data_long<span class="sc">$</span>target, nodes<span class="sc">$</span>name)<span class="sc">-</span><span class="dv">1</span></span>
<span id="cb5-18"><a href="#cb5-18" tabindex="-1"></a></span>
<span id="cb5-19"><a href="#cb5-19" tabindex="-1"></a><span class="co"># prepare colour scale</span></span>
<span id="cb5-20"><a href="#cb5-20" tabindex="-1"></a>ColourScal <span class="ot">=</span><span class="st">&#39;d3.scaleOrdinal() .range([&quot;#FDE725FF&quot;,&quot;#B4DE2CFF&quot;,&quot;#6DCD59FF&quot;,&quot;#35B779FF&quot;,&quot;#1F9E89FF&quot;,&quot;#26828EFF&quot;,&quot;#31688EFF&quot;,&quot;#3E4A89FF&quot;,&quot;#482878FF&quot;,&quot;#440154FF&quot;])&#39;</span></span>
<span id="cb5-21"><a href="#cb5-21" tabindex="-1"></a></span>
<span id="cb5-22"><a href="#cb5-22" tabindex="-1"></a><span class="co"># Make the Network</span></span>
<span id="cb5-23"><a href="#cb5-23" tabindex="-1"></a><span class="fu">sankeyNetwork</span>(<span class="at">Links =</span> data_long, <span class="at">Nodes =</span> nodes,</span>
<span id="cb5-24"><a href="#cb5-24" tabindex="-1"></a>                     <span class="at">Source =</span> <span class="st">&quot;IDsource&quot;</span>, <span class="at">Target =</span> <span class="st">&quot;IDtarget&quot;</span>,</span>
<span id="cb5-25"><a href="#cb5-25" tabindex="-1"></a>                     <span class="at">Value =</span> <span class="st">&quot;value&quot;</span>, <span class="at">NodeID =</span> <span class="st">&quot;name&quot;</span>,</span>
<span id="cb5-26"><a href="#cb5-26" tabindex="-1"></a>                     <span class="at">sinksRight=</span><span class="cn">FALSE</span>, <span class="at">colourScale=</span>ColourScal, <span class="at">nodeWidth=</span><span class="dv">40</span>, <span class="at">fontSize=</span><span class="dv">13</span>, <span class="at">nodePadding=</span><span class="dv">20</span>)</span></code></pre></div>
<div class="sankeyNetwork html-widget html-fill-item" id="htmlwidget-970eae9684d14ca01053" style="width:960px;height:672px;"></div>
<script type="application/json" data-for="htmlwidget-970eae9684d14ca01053">{"x":{"links":{"source":[0,1,2,3,0,1,4,5,6,7,2,3,8,9,5,6,0,1,5,2,3,9,0,1,7,2,3,2,1,3,8,0,1,2,9],"target":[10,11,11,11,12,12,12,12,12,12,12,12,12,12,13,13,14,14,14,14,14,14,15,15,15,15,15,16,17,17,18,19,19,19,19],"value":[3.142471,1.630997,0.525881,0.145264,2.107883,0.601265,2.401476,1.762587,1.215929,0.17037,1.390272,0.468762,0.60923,0.449623,0.879198,0.276908,0.540887,0.97306,3.627847,1.508008,1.057904,0.169274,0.155988,0.333608,0.190706,0.34742,0.278746,1.307907,0.380388,0.781316,1.870501,0.673004,0.8693109999999999,4.902081,0.927243]},"nodes":{"name":["Africa","East Asia","South Asia","South East Asia","Europe","Latin Ame.","North Ame.","Oceania","Soviet Union","West.Asia","Africa ","East Asia ","Europe ","Latin Ame. ","North Ame. ","Oceania ","South Asia ","South East Asia ","Soviet Union ","West.Asia "],"group":["Africa","East Asia","South Asia","South East Asia","Europe","Latin Ame.","North Ame.","Oceania","Soviet Union","West.Asia","Africa ","East Asia ","Europe ","Latin Ame. ","North Ame. ","Oceania ","South Asia ","South East Asia ","Soviet Union ","West.Asia "]},"options":{"NodeID":"name","NodeGroup":"name","LinkGroup":null,"colourScale":"d3.scaleOrdinal() .range([\"#FDE725FF\",\"#B4DE2CFF\",\"#6DCD59FF\",\"#35B779FF\",\"#1F9E89FF\",\"#26828EFF\",\"#31688EFF\",\"#3E4A89FF\",\"#482878FF\",\"#440154FF\"])","fontSize":13,"fontFamily":null,"nodeWidth":40,"nodePadding":20,"units":"","margin":{"top":null,"right":null,"bottom":null,"left":null},"iterations":32,"sinksRight":false}},"evals":[],"jsHooks":[]}</script>
</div>
<div id="heatmap" class="section level1">
<h1>Heatmap</h1>
<hr />
<p>The <a
href="https://www.data-to-viz.com/graph/heatmap.html">heatmap</a> is
another great alternative to represent an adjacency matrix. Here, all
the origin countries are represented as row, and all the destination as
columns. The diagonal pops out with a lot of yellow squares, which means
that most of the migrations are intra continental.</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="fu">library</span>(heatmaply)</span>
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a>p <span class="ot">&lt;-</span> <span class="fu">heatmaply</span>(data,</span>
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a>        <span class="at">dendrogram =</span> <span class="st">&quot;none&quot;</span>,</span>
<span id="cb6-4"><a href="#cb6-4" tabindex="-1"></a>        <span class="at">xlab =</span> <span class="st">&quot;&quot;</span>, <span class="at">ylab =</span> <span class="st">&quot;&quot;</span>,</span>
<span id="cb6-5"><a href="#cb6-5" tabindex="-1"></a>        <span class="at">main =</span> <span class="st">&quot;&quot;</span>,</span>
<span id="cb6-6"><a href="#cb6-6" tabindex="-1"></a>        <span class="at">scale =</span> <span class="st">&quot;column&quot;</span>,</span>
<span id="cb6-7"><a href="#cb6-7" tabindex="-1"></a>        <span class="at">margins =</span> <span class="fu">c</span>(<span class="dv">60</span>,<span class="dv">100</span>,<span class="dv">40</span>,<span class="dv">20</span>),</span>
<span id="cb6-8"><a href="#cb6-8" tabindex="-1"></a>        <span class="at">grid_color =</span> <span class="st">&quot;white&quot;</span>,</span>
<span id="cb6-9"><a href="#cb6-9" tabindex="-1"></a>        <span class="at">grid_width =</span> <span class="fl">0.00001</span>,</span>
<span id="cb6-10"><a href="#cb6-10" tabindex="-1"></a>        <span class="at">titleX =</span> <span class="cn">FALSE</span>,</span>
<span id="cb6-11"><a href="#cb6-11" tabindex="-1"></a>        <span class="at">hide_colorbar =</span> <span class="cn">TRUE</span>,</span>
<span id="cb6-12"><a href="#cb6-12" tabindex="-1"></a>        <span class="at">branches_lwd =</span> <span class="fl">0.1</span>,</span>
<span id="cb6-13"><a href="#cb6-13" tabindex="-1"></a>        <span class="at">label_names =</span> <span class="fu">c</span>(<span class="st">&quot;From&quot;</span>, <span class="st">&quot;To:&quot;</span>, <span class="st">&quot;Value&quot;</span>),</span>
<span id="cb6-14"><a href="#cb6-14" tabindex="-1"></a>        <span class="at">fontsize_row =</span> <span class="dv">7</span>, <span class="at">fontsize_col =</span> <span class="dv">7</span>,</span>
<span id="cb6-15"><a href="#cb6-15" tabindex="-1"></a>        <span class="at">labCol =</span> <span class="fu">colnames</span>(data),</span>
<span id="cb6-16"><a href="#cb6-16" tabindex="-1"></a>        <span class="at">labRow =</span> <span class="fu">rownames</span>(data),</span>
<span id="cb6-17"><a href="#cb6-17" tabindex="-1"></a>        <span class="at">heatmap_layers =</span> <span class="fu">theme</span>(<span class="at">axis.line=</span><span class="fu">element_blank</span>())</span>
<span id="cb6-18"><a href="#cb6-18" tabindex="-1"></a>        )</span></code></pre></div>
<center>
<div class="plotly html-widget html-fill-item" id="htmlwidget-df28efae7ce618e649cb" style="width:576px;height:576px;"></div>
<script type="application/json" data-for="htmlwidget-df28efae7ce618e649cb">{"x":{"data":[{"x":[1,2,3,4,5,6,7,8,9,10],"y":[1,2,3,4,5,6,7,8,9,10],"z":[[0.22245634321215763,0.19122486487272672,0.088492107241684159,0.19942836949338613,0.16637606051134346,0.08456267739864172,0.22245634321215757,0.19139848020900857,0.22245634321215757,0.33105435934166755],[0.22245634321215763,0.19122486487272672,0.13906975460992549,0.19942836949338613,0.12974306070892935,0.08456267739864172,0.22245634321215757,0.19139848020900857,1,0.18059300417488552],[0.22245634321215763,0.259994383197235,0.094557039186904446,0.19942836949338613,0.35868664934612748,0.54466599555379502,0.22245634321215757,0.92322634053189079,0.22245634321215757,0.18059300417488552],[0.22245634321215763,0.44018250796399994,0.38657310255698246,0.19942836949338613,0.4560947553935169,0.65802057381137358,1,0.19139848020900857,0.22245634321215757,0.97604117730461981],[0.22245634321215763,0.19122486487272672,0,0.19942836949338613,0.12974306070892935,0.3993455384696406,0.22245634321215757,0.19139848020900857,0.22245634321215757,0.18059300417488552],[0.22245634321215763,0.19122486487272672,0.33132578398623502,0.44082004151912041,0.12974306070892935,0.08456267739864172,0.22245634321215757,0.19139848020900857,0.22245634321215757,0.18059300417488552],[0.22245634321215763,0.19122486487272672,0.50455550169929297,0.96586009144320895,0.91485429122388473,0.08456267739864172,0.22245634321215757,0.19139848020900857,0.22245634321215757,0.18059300417488552],[0.22245634321215763,0.19122486487272672,0.70701217684166351,0.19942836949338613,0.12974306070892935,0.08456267739864172,0.22245634321215757,0.19139848020900857,0.22245634321215757,0.18059300417488552],[0.22245634321215763,0.9633561436390965,0.13654573648234936,0.19942836949338613,0.34032535206930992,0.63522223040784864,0.22245634321215757,0.54769290670545878,0.22245634321215757,0.32165388155157154],[0.99999999999999978,0.19122486487272672,0.61397588630438094,0.19942836949338613,0.24679773752951817,0.34203936367355164,0.22245634321215757,0.19139848020900857,0.22245634321215757,0.28979964566224642]],"text":[["From: West.Asia<br>To:: Africa<br>Value: -0.31623","From: West.Asia<br>To:: East Asia<br>Value: -0.44325","From: West.Asia<br>To:: Europe<br>Value: -0.86106","From: West.Asia<br>To:: Latin Ame.<br>Value: -0.40988","From: West.Asia<br>To:: North Ame.<br>Value: -0.54431","From: West.Asia<br>To:: Oceania<br>Value: -0.87704","From: West.Asia<br>To:: South Asia<br>Value: -0.31623","From: West.Asia<br>To:: South East Asia<br>Value: -0.44254","From: West.Asia<br>To:: Soviet Union<br>Value: -0.31623","From: West.Asia<br>To:: West.Asia<br>Value:  0.12544"],["From: Soviet Union<br>To:: Africa<br>Value: -0.31623","From: Soviet Union<br>To:: East Asia<br>Value: -0.44325","From: Soviet Union<br>To:: Europe<br>Value: -0.65536","From: Soviet Union<br>To:: Latin Ame.<br>Value: -0.40988","From: Soviet Union<br>To:: North Ame.<br>Value: -0.69329","From: Soviet Union<br>To:: Oceania<br>Value: -0.87704","From: Soviet Union<br>To:: South Asia<br>Value: -0.31623","From: Soviet Union<br>To:: South East Asia<br>Value: -0.44254","From: Soviet Union<br>To:: Soviet Union<br>Value:  2.84605","From: Soviet Union<br>To:: West.Asia<br>Value: -0.48649"],["From: South East Asia<br>To:: Africa<br>Value: -0.31623","From: South East Asia<br>To:: East Asia<br>Value: -0.16356","From: South East Asia<br>To:: Europe<br>Value: -0.83640","From: South East Asia<br>To:: Latin Ame.<br>Value: -0.40988","From: South East Asia<br>To:: North Ame.<br>Value:  0.23782","From: South East Asia<br>To:: Oceania<br>Value:  0.99420","From: South East Asia<br>To:: South Asia<br>Value: -0.31623","From: South East Asia<br>To:: South East Asia<br>Value:  2.53381","From: South East Asia<br>To:: Soviet Union<br>Value: -0.31623","From: South East Asia<br>To:: West.Asia<br>Value: -0.48649"],["From: South Asia<br>To:: Africa<br>Value: -0.31623","From: South Asia<br>To:: East Asia<br>Value:  0.56927","From: South Asia<br>To:: Europe<br>Value:  0.35124","From: South Asia<br>To:: Latin Ame.<br>Value: -0.40988","From: South Asia<br>To:: North Ame.<br>Value:  0.63398","From: South Asia<br>To:: Oceania<br>Value:  1.45522","From: South Asia<br>To:: South Asia<br>Value:  2.84605","From: South Asia<br>To:: South East Asia<br>Value: -0.44254","From: South Asia<br>To:: Soviet Union<br>Value: -0.31623","From: South Asia<br>To:: West.Asia<br>Value:  2.74861"],["From: Oceania<br>To:: Africa<br>Value: -0.31623","From: Oceania<br>To:: East Asia<br>Value: -0.44325","From: Oceania<br>To:: Europe<br>Value: -1.22096","From: Oceania<br>To:: Latin Ame.<br>Value: -0.40988","From: Oceania<br>To:: North Ame.<br>Value: -0.69329","From: Oceania<br>To:: Oceania<br>Value:  0.40318","From: Oceania<br>To:: South Asia<br>Value: -0.31623","From: Oceania<br>To:: South East Asia<br>Value: -0.44254","From: Oceania<br>To:: Soviet Union<br>Value: -0.31623","From: Oceania<br>To:: West.Asia<br>Value: -0.48649"],["From: North Ame.<br>To:: Africa<br>Value: -0.31623","From: North Ame.<br>To:: East Asia<br>Value: -0.44325","From: North Ame.<br>To:: Europe<br>Value:  0.12655","From: North Ame.<br>To:: Latin Ame.<br>Value:  0.57186","From: North Ame.<br>To:: North Ame.<br>Value: -0.69329","From: North Ame.<br>To:: Oceania<br>Value: -0.87704","From: North Ame.<br>To:: South Asia<br>Value: -0.31623","From: North Ame.<br>To:: South East Asia<br>Value: -0.44254","From: North Ame.<br>To:: Soviet Union<br>Value: -0.31623","From: North Ame.<br>To:: West.Asia<br>Value: -0.48649"],["From: Latin Ame.<br>To:: Africa<br>Value: -0.31623","From: Latin Ame.<br>To:: East Asia<br>Value: -0.44325","From: Latin Ame.<br>To:: Europe<br>Value:  0.83107","From: Latin Ame.<br>To:: Latin Ame.<br>Value:  2.70720","From: Latin Ame.<br>To:: North Ame.<br>Value:  2.49976","From: Latin Ame.<br>To:: Oceania<br>Value: -0.87704","From: Latin Ame.<br>To:: South Asia<br>Value: -0.31623","From: Latin Ame.<br>To:: South East Asia<br>Value: -0.44254","From: Latin Ame.<br>To:: Soviet Union<br>Value: -0.31623","From: Latin Ame.<br>To:: West.Asia<br>Value: -0.48649"],["From: Europe<br>To:: Africa<br>Value: -0.31623","From: Europe<br>To:: East Asia<br>Value: -0.44325","From: Europe<br>To:: Europe<br>Value:  1.65447","From: Europe<br>To:: Latin Ame.<br>Value: -0.40988","From: Europe<br>To:: North Ame.<br>Value: -0.69329","From: Europe<br>To:: Oceania<br>Value: -0.87704","From: Europe<br>To:: South Asia<br>Value: -0.31623","From: Europe<br>To:: South East Asia<br>Value: -0.44254","From: Europe<br>To:: Soviet Union<br>Value: -0.31623","From: Europe<br>To:: West.Asia<br>Value: -0.48649"],["From: East Asia<br>To:: Africa<br>Value: -0.31623","From: East Asia<br>To:: East Asia<br>Value:  2.69702","From: East Asia<br>To:: Europe<br>Value: -0.66563","From: East Asia<br>To:: Latin Ame.<br>Value: -0.40988","From: East Asia<br>To:: North Ame.<br>Value:  0.16315","From: East Asia<br>To:: Oceania<br>Value:  1.36250","From: East Asia<br>To:: South Asia<br>Value: -0.31623","From: East Asia<br>To:: South East Asia<br>Value:  1.00651","From: East Asia<br>To:: Soviet Union<br>Value: -0.31623","From: East Asia<br>To:: West.Asia<br>Value:  0.08721"],["From: Africa<br>To:: Africa<br>Value:  2.84605","From: Africa<br>To:: East Asia<br>Value: -0.44325","From: Africa<br>To:: Europe<br>Value:  1.27609","From: Africa<br>To:: Latin Ame.<br>Value: -0.40988","From: Africa<br>To:: North Ame.<br>Value: -0.21723","From: Africa<br>To:: Oceania<br>Value:  0.17012","From: Africa<br>To:: South Asia<br>Value: -0.31623","From: Africa<br>To:: South East Asia<br>Value: -0.44254","From: Africa<br>To:: Soviet Union<br>Value: -0.31623","From: Africa<br>To:: West.Asia<br>Value: -0.04234"]],"colorscale":[[0,"#440154"],[0.08456267739864172,"#482071"],[0.088492107241684159,"#482172"],[0.094557039186904446,"#482374"],[0.12974306070892935,"#472E7C"],[0.13654573648234936,"#46307E"],[0.13906975460992549,"#46317E"],[0.16637606051134346,"#443983"],[0.18059300417488552,"#433E85"],[0.19122486487272672,"#424186"],[0.19139848020900857,"#424186"],[0.19942836949338613,"#414487"],[0.22245634321215757,"#3E4A89"],[0.22245634321215763,"#3E4A89"],[0.24679773752951817,"#3B518B"],[0.259994383197235,"#3A548C"],[0.28979964566224642,"#365D8D"],[0.32165388155157154,"#32658E"],[0.33105435934166755,"#31678E"],[0.33132578398623502,"#31678E"],[0.34032535206930992,"#306A8E"],[0.34203936367355164,"#306A8E"],[0.35868664934612748,"#2E6E8E"],[0.38657310255698246,"#2B758E"],[0.3993455384696406,"#2A788E"],[0.44018250796399994,"#26828E"],[0.44082004151912041,"#26828E"],[0.4560947553935169,"#25858E"],[0.50455550169929297,"#20928C"],[0.54466599555379502,"#1E9B8A"],[0.54769290670545878,"#1E9C89"],[0.61397588630438094,"#25AC82"],[0.63522223040784864,"#2AB07F"],[0.65802057381137358,"#32B67A"],[0.70701217684166351,"#47C06F"],[0.91485429122388473,"#C6E021"],[0.92322634053189079,"#CBE11E"],[0.9633561436390965,"#E6E419"],[0.96586009144320895,"#E8E419"],[0.97604117730461981,"#EFE51C"],[0.99999999999999978,"#FDE725"],[1,"#FDE725"]],"type":"heatmap","showscale":false,"autocolorscale":false,"showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5],"y":[0.5,0.5,null,1.5,1.5,null,10.5,10.5,null,2.5,2.5,null,3.5,3.5,null,4.5,4.5,null,5.5,5.5,null,6.5,6.5,null,7.5,7.5,null,8.5,8.5,null,9.5,9.5],"text":"","type":"scatter","mode":"lines","line":{"width":1.8897637795275593,"color":"rgba(255,255,255,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null,"marker":{"showscale":false}},{"x":[0.5,0.5,null,1.5,1.5,null,10.5,10.5,null,2.5,2.5,null,3.5,3.5,null,4.5,4.5,null,5.5,5.5,null,6.5,6.5,null,7.5,7.5,null,8.5,8.5,null,9.5,9.5],"y":[0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5,null,0.5,10.5],"text":"","type":"scatter","mode":"lines","line":{"width":1.8897637795275593,"color":"rgba(255,255,255,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null,"marker":{"showscale":false}},{"x":[1],"y":[1],"name":"7be675d956028b04adc2be83f3358cb0","type":"scatter","mode":"markers","opacity":0,"hoverinfo":"skip","showlegend":false,"marker":{"color":[0,1],"colorscale":[[0,"#440154"],[0.0033444816053511688,"#440256"],[0.0066889632107023375,"#450357"],[0.010033444816053507,"#450558"],[0.013377926421404675,"#450659"],[0.016722408026755845,"#46075B"],[0.020066889632107014,"#46085C"],[0.023411371237458182,"#460A5D"],[0.02675585284280935,"#460B5E"],[0.030100334448160519,"#470C5F"],[0.03344481605351169,"#470E61"],[0.036789297658862859,"#470F62"],[0.040133779264214027,"#471063"],[0.043478260869565195,"#471164"],[0.046822742474916419,"#471365"],[0.050167224080267588,"#481467"],[0.053511705685618756,"#481568"],[0.056856187290969896,"#481768"],[0.060200668896321065,"#481769"],[0.06354515050167224,"#48186A"],[0.066889632107023408,"#481A6C"],[0.070234113712374605,"#481B6D"],[0.073578595317725773,"#481C6E"],[0.076923076923076941,"#481D6F"],[0.08026755852842811,"#481E6F"],[0.083612040133779278,"#481F70"],[0.086956521739130446,"#482071"],[0.090301003344481615,"#482173"],[0.093645484949832783,"#482374"],[0.096989966555183951,"#482475"],[0.10033444816053512,"#482576"],[0.10367892976588629,"#482576"],[0.10702341137123746,"#482777"],[0.11036789297658862,"#482878"],[0.11371237458193979,"#482979"],[0.11705685618729096,"#472A7A"],[0.12040133779264213,"#472B7A"],[0.1237458193979933,"#472D7B"],[0.12709030100334448,"#472D7B"],[0.13043478260869565,"#472E7C"],[0.13377926421404682,"#472F7D"],[0.13712374581939801,"#46307E"],[0.14046822742474918,"#46327E"],[0.14381270903010035,"#46337F"],[0.14715719063545152,"#463480"],[0.15050167224080269,"#463480"],[0.15384615384615385,"#453581"],[0.15719063545150502,"#453781"],[0.16053511705685619,"#453882"],[0.16387959866220736,"#443983"],[0.16722408026755853,"#443A83"],[0.1705685618729097,"#443A83"],[0.17391304347826086,"#443C84"],[0.17725752508361203,"#433D84"],[0.1806020066889632,"#433E85"],[0.18394648829431437,"#423F85"],[0.18729096989966557,"#424086"],[0.19063545150501673,"#424186"],[0.1939799331103679,"#424186"],[0.19732441471571907,"#414387"],[0.20066889632107024,"#414487"],[0.20401337792642141,"#404588"],[0.20735785953177258,"#404688"],[0.21070234113712374,"#3F4788"],[0.21404682274247491,"#3F4889"],[0.21739130434782608,"#3F4889"],[0.22073578595317725,"#3E4989"],[0.22408026755852842,"#3E4A89"],[0.22742474916387959,"#3E4C8A"],[0.23076923076923075,"#3D4D8A"],[0.23411371237458192,"#3D4E8A"],[0.23745819397993309,"#3C4F8A"],[0.24080267558528426,"#3C4F8A"],[0.24414715719063546,"#3C508B"],[0.2474916387959866,"#3B518B"],[0.25083612040133779,"#3B528B"],[0.25418060200668896,"#3A538B"],[0.25752508361204013,"#3A548C"],[0.2608695652173913,"#39558C"],[0.26421404682274247,"#39558C"],[0.26755852842809363,"#39568C"],[0.27090301003344486,"#38588C"],[0.27424749163879603,"#38598C"],[0.27759197324414719,"#375A8C"],[0.28093645484949836,"#375B8D"],[0.28428093645484953,"#375B8D"],[0.2876254180602007,"#365C8D"],[0.29096989966555187,"#365D8D"],[0.29431438127090304,"#355E8D"],[0.2976588628762542,"#355F8D"],[0.30100334448160537,"#34608D"],[0.30434782608695654,"#34618D"],[0.30769230769230771,"#34618D"],[0.31103678929765888,"#33628D"],[0.31438127090301005,"#33638D"],[0.31772575250836121,"#32648E"],[0.32107023411371238,"#32658E"],[0.32441471571906355,"#31668E"],[0.32775919732441472,"#31678E"],[0.33110367892976589,"#31678E"],[0.33444816053511706,"#31688E"],[0.33779264214046822,"#30698E"],[0.34113712374581939,"#306A8E"],[0.34448160535117056,"#2F6B8E"],[0.34782608695652173,"#2F6C8E"],[0.3511705685618729,"#2E6D8E"],[0.35451505016722407,"#2E6D8E"],[0.35785953177257523,"#2E6E8E"],[0.3612040133779264,"#2E6F8E"],[0.36454849498327757,"#2D708E"],[0.36789297658862874,"#2D718E"],[0.37123745819397991,"#2C718E"],[0.37458193979933113,"#2C728E"],[0.3779264214046823,"#2C728E"],[0.38127090301003347,"#2C738E"],[0.38461538461538464,"#2B748E"],[0.38795986622073581,"#2B758E"],[0.39130434782608697,"#2A768E"],[0.39464882943143814,"#2A778E"],[0.39799331103678931,"#2A778E"],[0.40133779264214048,"#2A788E"],[0.40468227424749165,"#29798E"],[0.40802675585284282,"#297A8E"],[0.41137123745819398,"#297B8E"],[0.41471571906354515,"#287C8E"],[0.41806020066889632,"#287D8E"],[0.42140468227424749,"#287D8E"],[0.42474916387959866,"#277E8E"],[0.42809364548494983,"#277F8E"],[0.43143812709030099,"#27808E"],[0.43478260869565216,"#26818E"],[0.43812709030100333,"#26828E"],[0.4414715719063545,"#26828E"],[0.44481605351170567,"#26828E"],[0.44816053511705684,"#25838E"],[0.451505016722408,"#25848E"],[0.45484949832775917,"#25858E"],[0.45819397993311034,"#24868E"],[0.46153846153846151,"#24878E"],[0.46488294314381268,"#23888E"],[0.46822742474916385,"#23888E"],[0.47157190635451501,"#23898E"],[0.47491638795986618,"#238A8D"],[0.47826086956521735,"#228B8D"],[0.48160535117056852,"#228C8D"],[0.48494983277591974,"#228D8D"],[0.48829431438127091,"#218E8D"],[0.49163879598662208,"#218E8D"],[0.49498327759197319,"#218F8D"],[0.49832775919732436,"#21908D"],[0.50167224080267558,"#21918C"],[0.50501672240802675,"#20928C"],[0.50836120401337792,"#20928C"],[0.51170568561872909,"#20928C"],[0.51505016722408026,"#20938C"],[0.51839464882943143,"#1F948C"],[0.52173913043478259,"#1F958B"],[0.52508361204013376,"#1F968B"],[0.52842809364548493,"#1F978B"],[0.5317725752508361,"#1F988B"],[0.53511705685618727,"#1F988B"],[0.53846153846153855,"#1F998A"],[0.54180602006688972,"#1F9A8A"],[0.54515050167224088,"#1E9B8A"],[0.54849498327759205,"#1E9C89"],[0.55183946488294322,"#1E9D89"],[0.55518394648829439,"#1F9E89"],[0.55852842809364556,"#1F9E89"],[0.56187290969899673,"#1F9F88"],[0.56521739130434789,"#1FA088"],[0.56856187290969906,"#1FA188"],[0.57190635451505023,"#1FA187"],[0.5752508361204014,"#1FA287"],[0.57859531772575257,"#20A386"],[0.58193979933110374,"#20A386"],[0.5852842809364549,"#20A486"],[0.58862876254180607,"#21A585"],[0.59197324414715724,"#21A685"],[0.59531772575250841,"#22A785"],[0.59866220735785958,"#22A884"],[0.60200668896321075,"#23A983"],[0.60535117056856191,"#23A983"],[0.60869565217391308,"#24AA83"],[0.61204013377926425,"#25AB82"],[0.61538461538461542,"#25AC82"],[0.61872909698996659,"#26AD81"],[0.62207357859531776,"#27AD81"],[0.62541806020066892,"#27AD81"],[0.62876254180602009,"#28AE80"],[0.63210702341137126,"#29AF7F"],[0.63545150501672243,"#2AB07F"],[0.6387959866220736,"#2CB17E"],[0.64214046822742477,"#2DB27D"],[0.64548494983277593,"#2EB37C"],[0.6488294314381271,"#2EB37C"],[0.65217391304347827,"#30B47C"],[0.65551839464882944,"#31B57B"],[0.65886287625418061,"#32B67A"],[0.66220735785953178,"#34B679"],[0.66555183946488294,"#35B779"],[0.66889632107023411,"#36B878"],[0.67224080267558528,"#37B878"],[0.67558528428093645,"#39B977"],[0.67892976588628762,"#3ABA76"],[0.68227424749163879,"#3BBB75"],[0.68561872909698995,"#3DBC74"],[0.68896321070234112,"#3EBC73"],[0.69230769230769229,"#40BD72"],[0.69565217391304346,"#41BD72"],[0.69899665551839463,"#42BE71"],[0.7023411371237458,"#44BF70"],[0.70568561872909696,"#46C06F"],[0.70903010033444813,"#48C16E"],[0.7123745819397993,"#49C16D"],[0.71571906354515047,"#4BC26C"],[0.71906354515050164,"#4DC26C"],[0.72240802675585281,"#4EC36B"],[0.72575250836120397,"#50C46A"],[0.72909698996655514,"#52C569"],[0.73244147157190631,"#54C568"],[0.73578595317725748,"#55C667"],[0.73913043478260865,"#57C666"],[0.74247491638795982,"#59C765"],[0.74581939799331098,"#5AC864"],[0.74916387959866226,"#5CC863"],[0.75250836120401343,"#5EC962"],[0.7558528428093646,"#5FCA61"],[0.75919732441471577,"#62CB5F"],[0.76254180602006694,"#64CB5F"],[0.76588628762541811,"#66CB5D"],[0.76923076923076927,"#67CC5C"],[0.77257525083612044,"#69CD5B"],[0.77591973244147161,"#6CCD5A"],[0.77926421404682278,"#6DCE59"],[0.78260869565217395,"#6FCF57"],[0.78595317725752512,"#71CF57"],[0.78929765886287628,"#74D055"],[0.79264214046822734,"#75D054"],[0.79598662207357862,"#77D153"],[0.79933110367892968,"#79D151"],[0.80267558528428096,"#7BD250"],[0.80602006688963201,"#7ED34F"],[0.80936454849498329,"#80D34E"],[0.81270903010033435,"#82D34D"],[0.81605351170568563,"#84D44B"],[0.81939799331103669,"#86D549"],[0.82274247491638797,"#88D548"],[0.82608695652173902,"#8AD647"],[0.8294314381270903,"#8DD645"],[0.83277591973244136,"#8FD644"],[0.83612040133779264,"#91D743"],[0.8394648829431437,"#93D741"],[0.84280936454849498,"#95D840"],[0.84615384615384603,"#97D83E"],[0.84949832775919731,"#9AD93D"],[0.85284280936454837,"#9CD93C"],[0.85618729096989965,"#9ED93A"],[0.85953177257525071,"#A0DA39"],[0.86287625418060199,"#A2DA37"],[0.86622073578595304,"#A5DB36"],[0.86956521739130432,"#A7DB35"],[0.87290969899665538,"#A9DC33"],[0.87625418060200666,"#ABDC31"],[0.87959866220735772,"#AEDC30"],[0.882943143812709,"#B0DD2F"],[0.88628762541806005,"#B2DD2D"],[0.88963210702341133,"#B5DE2B"],[0.89297658862876239,"#B7DE2A"],[0.89632107023411367,"#B9DE28"],[0.89966555183946473,"#BBDE27"],[0.90301003344481601,"#BEDF26"],[0.90635451505016706,"#C0DF25"],[0.90969899665551834,"#C2DF23"],[0.9130434782608694,"#C4E021"],[0.91638795986622068,"#C7E020"],[0.91973244147157174,"#C9E11F"],[0.92307692307692302,"#CBE11E"],[0.92642140468227407,"#CEE11D"],[0.92976588628762535,"#D0E11C"],[0.93311036789297641,"#D2E21B"],[0.93645484949832769,"#D4E21A"],[0.93979933110367875,"#D7E219"],[0.94314381270903003,"#D9E319"],[0.94648829431438108,"#DBE319"],[0.94983277591973236,"#DDE318"],[0.95317725752508342,"#DFE318"],[0.9565217391304347,"#E2E418"],[0.95986622073578576,"#E4E419"],[0.96321070234113704,"#E6E419"],[0.96655518394648832,"#E8E419"],[0.96989966555183937,"#EBE51A"],[0.97324414715719065,"#EDE51B"],[0.97658862876254171,"#EFE51C"],[0.97993311036789299,"#F1E51D"],[0.98327759197324405,"#F3E61E"],[0.98662207357859533,"#F5E61F"],[0.98996655518394638,"#F7E620"],[0.99331103678929766,"#F9E622"],[0.99665551839464872,"#FBE723"],[1,"#FDE725"]],"colorbar":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.8897637795275593,"thickness":23.039999999999996,"title":null,"titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.611872146118724},"tickmode":"array","ticktext":["-1","0","1","2"],"tickvals":[0.055815382606611605,0.30087667319463862,0.54593796378266568,0.79099925437069274],"tickfont":{"color":"rgba(0,0,0,1)","family":"","size":11.68949771689498},"ticklen":2,"len":0.5},"showscale":false},"xaxis":"x","yaxis":"y","frame":null}],"layout":{"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.5,10.5],"tickmode":"array","ticktext":["Africa","East Asia","Europe","Latin Ame.","North Ame.","Oceania","South Asia","South East Asia","Soviet Union","West.Asia"],"tickvals":[1,2,3,4,5,6,7,8,9,10],"categoryorder":"array","categoryarray":["Africa","East Asia","Europe","Latin Ame.","North Ame.","Oceania","South Asia","South East Asia","Soviet Union","West.Asia"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.6529680365296811,"tickwidth":0.66417600664176002,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":9.2984640929846432},"tickangle":-45,"showline":false,"linecolor":null,"linewidth":0,"showgrid":false,"gridcolor":null,"gridwidth":0,"zeroline":false,"anchor":"y","hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.5,10.5],"tickmode":"array","ticktext":["West.Asia","Soviet Union","South East Asia","South Asia","Oceania","North Ame.","Latin Ame.","Europe","East Asia","Africa"],"tickvals":[1,2,3,4,5,6,7,8,9,10],"categoryorder":"array","categoryarray":["West.Asia","Soviet Union","South East Asia","South Asia","Oceania","North Ame.","Latin Ame.","Europe","East Asia","Africa"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.6529680365296811,"tickwidth":0.66417600664176002,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":9.2984640929846432},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":false,"gridcolor":null,"gridwidth":0,"zeroline":false,"anchor":"x","title":"","hoverformat":".2f"},"annotations":[],"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"images":[],"margin":{"t":40,"r":20,"b":60,"l":100},"paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":14.611872146118724},"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.8897637795275593,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.68949771689498},"title":{"text":"","font":{"color":"rgba(0,0,0,1)","family":"","size":14.611872146118724}},"y":1,"yanchor":"top"},"hovermode":"closest","barmode":"relative","title":""},"attrs":{"66a15f44289":{"x":{},"y":{},"fill":{},"text":{},"type":"heatmap"},"66a1673c336c":{"yintercept":{}},"66a121542c67":{"xintercept":{}}},"source":"A","config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false,"displaylogo":false,"modeBarButtonsToRemove":["sendDataToCloud","select2d","lasso2d","autoScale2d","hoverClosestCartesian","hoverCompareCartesian","sendDataToCloud"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"subplot":true,"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
</center>
<p><br><br></p>
<p>Note that if the matrix is <code>unweighted</code>, each connection
can have only 2 values: 1 if there is a connection, 0 otherwise. It is
the case for the co-authorship network example, where researchers are
connected if they have already published a paper together. The heatmap
below shows these connections and also applies a clustering algorithm to
the data: researchers that tend to be involved in the same papers are
grouped together.</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="co"># Format data</span></span>
<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a>tmp <span class="ot">&lt;-</span> dataUU</span>
<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a><span class="fu">rownames</span>(tmp) <span class="ot">&lt;-</span> tmp<span class="sc">$</span>from</span>
<span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a>tmp <span class="ot">&lt;-</span> tmp <span class="sc">%&gt;%</span> <span class="fu">select</span>(<span class="sc">-</span>from)</span>
<span id="cb7-5"><a href="#cb7-5" tabindex="-1"></a>tmp[<span class="fu">is.na</span>(tmp)] <span class="ot">&lt;-</span> <span class="dv">0</span></span>
<span id="cb7-6"><a href="#cb7-6" tabindex="-1"></a></span>
<span id="cb7-7"><a href="#cb7-7" tabindex="-1"></a><span class="co"># Keep people with more than 1 connections</span></span>
<span id="cb7-8"><a href="#cb7-8" tabindex="-1"></a>tmp <span class="ot">&lt;-</span> tmp[<span class="fu">which</span>(<span class="fu">rowSums</span>(tmp)<span class="sc">&gt;</span><span class="dv">3</span>), <span class="fu">which</span>(<span class="fu">colSums</span>(tmp)<span class="sc">&gt;</span><span class="dv">3</span>)]</span>
<span id="cb7-9"><a href="#cb7-9" tabindex="-1"></a></span>
<span id="cb7-10"><a href="#cb7-10" tabindex="-1"></a><span class="co"># Heatmap</span></span>
<span id="cb7-11"><a href="#cb7-11" tabindex="-1"></a>p <span class="ot">&lt;-</span> <span class="fu">heatmaply</span>(tmp,</span>
<span id="cb7-12"><a href="#cb7-12" tabindex="-1"></a>        <span class="at">dendrogram =</span> <span class="st">&quot;both&quot;</span>,</span>
<span id="cb7-13"><a href="#cb7-13" tabindex="-1"></a>        <span class="at">xlab =</span> <span class="st">&quot;&quot;</span>, <span class="at">ylab =</span> <span class="st">&quot;&quot;</span>,</span>
<span id="cb7-14"><a href="#cb7-14" tabindex="-1"></a>        <span class="at">main =</span> <span class="st">&quot;&quot;</span>,</span>
<span id="cb7-15"><a href="#cb7-15" tabindex="-1"></a>        <span class="at">scale =</span> <span class="st">&quot;none&quot;</span>,</span>
<span id="cb7-16"><a href="#cb7-16" tabindex="-1"></a>        <span class="at">margins =</span> <span class="fu">c</span>(<span class="dv">60</span>,<span class="dv">100</span>,<span class="dv">40</span>,<span class="dv">20</span>),</span>
<span id="cb7-17"><a href="#cb7-17" tabindex="-1"></a>        <span class="at">grid_color =</span> <span class="st">&quot;white&quot;</span>,</span>
<span id="cb7-18"><a href="#cb7-18" tabindex="-1"></a>        <span class="at">grid_width =</span> <span class="fl">0.0000000001</span>,</span>
<span id="cb7-19"><a href="#cb7-19" tabindex="-1"></a>        <span class="at">titleX =</span> <span class="cn">FALSE</span>,</span>
<span id="cb7-20"><a href="#cb7-20" tabindex="-1"></a>        <span class="at">hide_colorbar =</span> <span class="cn">TRUE</span>,</span>
<span id="cb7-21"><a href="#cb7-21" tabindex="-1"></a>        <span class="at">branches_lwd =</span> <span class="fl">0.1</span>,</span>
<span id="cb7-22"><a href="#cb7-22" tabindex="-1"></a>        <span class="at">label_names =</span> <span class="fu">c</span>(<span class="st">&quot;Name&quot;</span>, <span class="st">&quot;With:&quot;</span>, <span class="st">&quot;Value&quot;</span>),</span>
<span id="cb7-23"><a href="#cb7-23" tabindex="-1"></a>        <span class="at">fontsize_row =</span> <span class="dv">7</span>, <span class="at">fontsize_col =</span> <span class="dv">7</span>,</span>
<span id="cb7-24"><a href="#cb7-24" tabindex="-1"></a>        <span class="at">labCol =</span> <span class="fu">colnames</span>(tmp),</span>
<span id="cb7-25"><a href="#cb7-25" tabindex="-1"></a>        <span class="at">labRow =</span> <span class="fu">rownames</span>(tmp),</span>
<span id="cb7-26"><a href="#cb7-26" tabindex="-1"></a>        <span class="at">heatmap_layers =</span> <span class="fu">theme</span>(<span class="at">axis.line=</span><span class="fu">element_blank</span>())</span>
<span id="cb7-27"><a href="#cb7-27" tabindex="-1"></a>        )</span></code></pre></div>
<center>
<div class="plotly html-widget html-fill-item" id="htmlwidget-a987641665b5e1655487" style="width:768px;height:768px;"></div>
<script type="application/json" data-for="htmlwidget-a987641665b5e1655487">{"x":{"data":[{"x":[16.14471435546875,9.265625,null,9.265625,9.265625,null,9.265625,7.53125,null,7.53125,7.53125,null,7.53125,5.0625,null,5.0625,5.0625,null,5.0625,2.25,null,2.25,2.25,null,2.25,1,null,1,1,null,2.25,3.5,null,3.5,3.5,null,3.5,2.5,null,2.5,2.5,null,2.5,2,null,2,2,null,2.5,3,null,3,3,null,3.5,4.5,null,4.5,4.5,null,4.5,4,null,4,4,null,4.5,5,null,5,5,null,5.0625,7.875,null,7.875,7.875,null,7.875,6.75,null,6.75,6.75,null,6.75,6,null,6,6,null,6.75,7.5,null,7.5,7.5,null,7.5,7,null,7,7,null,7.5,8,null,8,8,null,7.875,9,null,9,9,null,7.53125,10,null,10,10,null,9.265625,11,null,11,11,null,16.14471435546875,23.0238037109375,null,23.0238037109375,23.0238037109375,null,23.0238037109375,13.71875,null,13.71875,13.71875,null,13.71875,12.5,null,12.5,12.5,null,12.5,12,null,12,12,null,12.5,13,null,13,13,null,13.71875,14.9375,null,14.9375,14.9375,null,14.9375,14,null,14,14,null,14.9375,15.875,null,15.875,15.875,null,15.875,15,null,15,15,null,15.875,16.75,null,16.75,16.75,null,16.75,16,null,16,16,null,16.75,17.5,null,17.5,17.5,null,17.5,17,null,17,17,null,17.5,18,null,18,18,null,23.0238037109375,32.328857421875,null,32.328857421875,32.328857421875,null,32.328857421875,23.40771484375,null,23.40771484375,23.40771484375,null,23.40771484375,20.25,null,20.25,20.25,null,20.25,19.5,null,19.5,19.5,null,19.5,19,null,19,19,null,19.5,20,null,20,20,null,20.25,21,null,21,21,null,23.40771484375,26.5654296875,null,26.5654296875,26.5654296875,null,26.5654296875,22.75,null,22.75,22.75,null,22.75,22,null,22,22,null,22.75,23.5,null,23.5,23.5,null,23.5,23,null,23,23,null,23.5,24,null,24,24,null,26.5654296875,30.380859375,null,30.380859375,30.380859375,null,30.380859375,25.5,null,25.5,25.5,null,25.5,25,null,25,25,null,25.5,26,null,26,26,null,30.380859375,35.26171875,null,35.26171875,35.26171875,null,35.26171875,31.5234375,null,31.5234375,31.5234375,null,31.5234375,27.5,null,27.5,27.5,null,27.5,27,null,27,27,null,27.5,28,null,28,28,null,31.5234375,35.546875,null,35.546875,35.546875,null,35.546875,33.59375,null,33.59375,33.59375,null,33.59375,31.6875,null,31.6875,31.6875,null,31.6875,29.875,null,29.875,29.875,null,29.875,29,null,29,29,null,29.875,30.75,null,30.75,30.75,null,30.75,30,null,30,30,null,30.75,31.5,null,31.5,31.5,null,31.5,31,null,31,31,null,31.5,32,null,32,32,null,31.6875,33.5,null,33.5,33.5,null,33.5,33,null,33,33,null,33.5,34,null,34,34,null,33.59375,35.5,null,35.5,35.5,null,35.5,35,null,35,35,null,35.5,36,null,36,36,null,35.546875,37.5,null,37.5,37.5,null,37.5,37,null,37,37,null,37.5,38,null,38,38,null,35.26171875,39,null,39,39,null,32.328857421875,41.25,null,41.25,41.25,null,41.25,40.5,null,40.5,40.5,null,40.5,40,null,40,40,null,40.5,41,null,41,41,null,41.25,42,null,42,42],"y":[4.2426406871192848,4.2426406871192848,null,4.2426406871192848,3.7416573867739413,null,3.7416573867739413,3.7416573867739413,null,3.7416573867739413,3.4641016151377544,null,3.4641016151377544,3.4641016151377544,null,3.4641016151377544,3.3166247903553998,null,3.3166247903553998,3.3166247903553998,null,3.3166247903553998,2.8284271247461903,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,0,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2.6457513110645907,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,1,null,1,1,null,1,0,null,1,1,null,1,0,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,3.3166247903553998,3.3166247903553998,null,3.3166247903553998,2.8284271247461903,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,0,null,3.4641016151377544,3.4641016151377544,null,3.4641016151377544,0,null,3.7416573867739413,3.7416573867739413,null,3.7416573867739413,0,null,4.2426406871192848,4.2426406871192848,null,4.2426406871192848,4,null,4,4,null,4,3.1622776601683795,null,3.1622776601683795,3.1622776601683795,null,3.1622776601683795,2,null,2,2,null,2,0,null,2,2,null,2,0,null,3.1622776601683795,3.1622776601683795,null,3.1622776601683795,2.8284271247461903,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,0,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2.6457513110645907,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,0,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2,null,2,2,null,2,0,null,2,2,null,2,1,null,1,1,null,1,0,null,1,1,null,1,0,null,4,4,null,4,3.3166247903553998,null,3.3166247903553998,3.3166247903553998,null,3.3166247903553998,2.6457513110645907,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,2,null,2,2,null,2,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,2,null,2,2,null,2,2,null,2,2,null,2,1,null,1,1,null,1,0,null,1,1,null,1,0,null,2,2,null,2,2,null,2,2,null,2,2,null,2,2,null,2,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,2,2,null,2,0,null,3.3166247903553998,3.3166247903553998,null,3.3166247903553998,2.8284271247461903,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2,null,2,2,null,2,0,null,2,2,null,2,0,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,0],"text":["y: 4.242641","y: 4.242641",null,"y: 4.242641","y: 4.242641",null,"y: 3.741657","y: 3.741657",null,"y: 3.741657","y: 3.741657",null,"y: 3.464102","y: 3.464102",null,"y: 3.464102","y: 3.464102",null,"y: 3.316625","y: 3.316625",null,"y: 3.316625","y: 3.316625",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 3.316625","y: 3.316625",null,"y: 3.316625","y: 3.316625",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 3.464102","y: 3.464102",null,"y: 3.464102","y: 3.464102",null,"y: 3.741657","y: 3.741657",null,"y: 3.741657","y: 3.741657",null,"y: 4.242641","y: 4.242641",null,"y: 4.242641","y: 4.242641",null,"y: 4.000000","y: 4.000000",null,"y: 4.000000","y: 4.000000",null,"y: 3.162278","y: 3.162278",null,"y: 3.162278","y: 3.162278",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 3.162278","y: 3.162278",null,"y: 3.162278","y: 3.162278",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 4.000000","y: 4.000000",null,"y: 4.000000","y: 4.000000",null,"y: 3.316625","y: 3.316625",null,"y: 3.316625","y: 3.316625",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 3.316625","y: 3.316625",null,"y: 3.316625","y: 3.316625",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427"],"type":"scatter","mode":"lines","line":{"width":0.37795275590551186,"color":"rgba(0,0,0,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[16.14471435546875,9.265625,7.53125,5.0625,2.25,1,3.5,2.5,2,3,4.5,4,5,7.875,6.75,6,7.5,7,8,9,10,11,23.0238037109375,13.71875,12.5,12,13,14.9375,14,15.875,15,16.75,16,17.5,17,18,32.328857421875,23.40771484375,20.25,19.5,19,20,21,26.5654296875,22.75,22,23.5,23,24,30.380859375,25.5,25,26,35.26171875,31.5234375,27.5,27,28,35.546875,33.59375,31.6875,29.875,29,30.75,30,31.5,31,32,33.5,33,34,35.5,35,36,37.5,37,38,39,41.25,40.5,40,41,42],"y":[4.2426406871192848,3.7416573867739413,3.4641016151377544,3.3166247903553998,2.8284271247461903,0,2.6457513110645907,1,0,0,1.7320508075688772,0,0,2.8284271247461903,2.2360679774997898,0,1.7320508075688772,0,0,0,0,0,4,3.1622776601683795,2,0,0,2.8284271247461903,0,2.6457513110645907,0,2,0,1,0,0,3.3166247903553998,2.6457513110645907,2.2360679774997898,0,0,0,0,2.2360679774997898,0,0,0,0,0,2,0,0,0,2,2,1,0,0,2,2,1.7320508075688772,1.4142135623730951,0,1.4142135623730951,0,1.4142135623730951,0,0,0,0,0,0,0,0,1.4142135623730951,0,0,0,2.8284271247461903,2,0,0,0],"text":["y: 4.242641","y: 3.741657","y: 3.464102","y: 3.316625","y: 2.828427","y: 0.000000","y: 2.645751","y: 1.000000","y: 0.000000","y: 0.000000","y: 1.732051","y: 0.000000","y: 0.000000","y: 2.828427","y: 2.236068","y: 0.000000","y: 1.732051","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 4.000000","y: 3.162278","y: 2.000000","y: 0.000000","y: 0.000000","y: 2.828427","y: 0.000000","y: 2.645751","y: 0.000000","y: 2.000000","y: 0.000000","y: 1.000000","y: 0.000000","y: 0.000000","y: 3.316625","y: 2.645751","y: 2.236068","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.236068","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.000000","y: 2.000000","y: 1.000000","y: 0.000000","y: 0.000000","y: 2.000000","y: 2.000000","y: 1.732051","y: 1.414214","y: 0.000000","y: 1.414214","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.828427","y: 2.000000","y: 0.000000","y: 0.000000","y: 0.000000"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"transparent","opacity":1,"size":null,"symbol":null,"line":{"width":1.8897637795275593,"color":"transparent"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"type":"scatter","mode":"markers","marker":{"color":"rgba(44,160,44,1)","line":{"color":"rgba(44,160,44,1)"}},"error_y":{"color":"rgba(44,160,44,1)"},"error_x":{"color":"rgba(44,160,44,1)"},"line":{"color":"rgba(44,160,44,1)"},"xaxis":"x2","yaxis":"y","frame":null},{"x":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42],"y":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50],"z":[[1,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0],[0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],[0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1],[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],[1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],[0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],[0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1],[0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,0,0,0,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,0,0,1,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,0,0,1,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[1,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]],"text":[["Name: C Scornavacca<br>With:: S.Santoni<br>Value: 1","Name: C Scornavacca<br>With:: Y.Holtz<br>Value: 0","Name: C Scornavacca<br>With:: S.Gautier<br>Value: 0","Name: C Scornavacca<br>With:: J.David<br>Value: 0","Name: C Scornavacca<br>With:: G.Sarah<br>Value: 0","Name: C Scornavacca<br>With:: G.Poux<br>Value: 0","Name: C Scornavacca<br>With:: NO.Rode<br>Value: 0","Name: C Scornavacca<br>With:: P.Roumet<br>Value: 0","Name: C Scornavacca<br>With:: V.Viader<br>Value: 1","Name: C Scornavacca<br>With:: M.Ardisson<br>Value: 1","Name: C Scornavacca<br>With:: S.Glémin<br>Value: 0","Name: C Scornavacca<br>With:: K.Belkhir<br>Value: 1","Name: C Scornavacca<br>With:: N.Galtier<br>Value: 1","Name: C Scornavacca<br>With:: EJP.Douzery<br>Value: 1","Name: C Scornavacca<br>With:: F.Delsuc<br>Value: 1","Name: C Scornavacca<br>With:: J.Romiguier<br>Value: 1","Name: C Scornavacca<br>With:: B.Boussau<br>Value: 0","Name: C Scornavacca<br>With:: JY.Dutheil<br>Value: 0","Name: C Scornavacca<br>With:: JH.Wilson<br>Value: 0","Name: C Scornavacca<br>With:: F.Zhang<br>Value: 0","Name: C Scornavacca<br>With:: N.Chantret<br>Value: 0","Name: C Scornavacca<br>With:: G.Droc<br>Value: 0","Name: C Scornavacca<br>With:: F.De.Lamotte<br>Value: 0","Name: C Scornavacca<br>With:: A.Dereeper<br>Value: 0","Name: C Scornavacca<br>With:: N.Agudelo<br>Value: 0","Name: C Scornavacca<br>With:: JT.Boehm<br>Value: 0","Name: C Scornavacca<br>With:: J.Montmain<br>Value: 0","Name: C Scornavacca<br>With:: M.Crampes<br>Value: 0","Name: C Scornavacca<br>With:: PD.Jenkins<br>Value: 0","Name: C Scornavacca<br>With:: M.Ballenghien<br>Value: 0","Name: C Scornavacca<br>With:: B.Vacherie<br>Value: 0","Name: C Scornavacca<br>With:: J.Alassimone<br>Value: 0","Name: C Scornavacca<br>With:: Y.Moreau<br>Value: 0","Name: C Scornavacca<br>With:: D.Durand<br>Value: 0","Name: C Scornavacca<br>With:: D.Expert<br>Value: 0","Name: C Scornavacca<br>With:: F.Gosti<br>Value: 0","Name: C Scornavacca<br>With:: E.Douzery<br>Value: 0","Name: C Scornavacca<br>With:: S.Diser<br>Value: 0","Name: C Scornavacca<br>With:: JP.Doyon<br>Value: 1","Name: C Scornavacca<br>With:: V.Berry<br>Value: 1","Name: C Scornavacca<br>With:: V.Daubin<br>Value: 1","Name: C Scornavacca<br>With:: C.Scornavacca<br>Value: 0"],["Name: F Delsuc<br>With:: S.Santoni<br>Value: 0","Name: F Delsuc<br>With:: Y.Holtz<br>Value: 0","Name: F Delsuc<br>With:: S.Gautier<br>Value: 0","Name: F Delsuc<br>With:: J.David<br>Value: 0","Name: F Delsuc<br>With:: G.Sarah<br>Value: 0","Name: F Delsuc<br>With:: G.Poux<br>Value: 0","Name: F Delsuc<br>With:: NO.Rode<br>Value: 0","Name: F Delsuc<br>With:: P.Roumet<br>Value: 0","Name: F Delsuc<br>With:: V.Viader<br>Value: 0","Name: F Delsuc<br>With:: M.Ardisson<br>Value: 0","Name: F Delsuc<br>With:: S.Glémin<br>Value: 0","Name: F Delsuc<br>With:: K.Belkhir<br>Value: 1","Name: F Delsuc<br>With:: N.Galtier<br>Value: 1","Name: F Delsuc<br>With:: EJP.Douzery<br>Value: 1","Name: F Delsuc<br>With:: F.Delsuc<br>Value: 0","Name: F Delsuc<br>With:: J.Romiguier<br>Value: 0","Name: F Delsuc<br>With:: B.Boussau<br>Value: 0","Name: F Delsuc<br>With:: JY.Dutheil<br>Value: 0","Name: F Delsuc<br>With:: JH.Wilson<br>Value: 0","Name: F Delsuc<br>With:: F.Zhang<br>Value: 0","Name: F Delsuc<br>With:: N.Chantret<br>Value: 0","Name: F Delsuc<br>With:: G.Droc<br>Value: 0","Name: F Delsuc<br>With:: F.De.Lamotte<br>Value: 0","Name: F Delsuc<br>With:: A.Dereeper<br>Value: 0","Name: F Delsuc<br>With:: N.Agudelo<br>Value: 0","Name: F Delsuc<br>With:: JT.Boehm<br>Value: 0","Name: F Delsuc<br>With:: J.Montmain<br>Value: 0","Name: F Delsuc<br>With:: M.Crampes<br>Value: 0","Name: F Delsuc<br>With:: PD.Jenkins<br>Value: 0","Name: F Delsuc<br>With:: M.Ballenghien<br>Value: 0","Name: F Delsuc<br>With:: B.Vacherie<br>Value: 0","Name: F Delsuc<br>With:: J.Alassimone<br>Value: 0","Name: F Delsuc<br>With:: Y.Moreau<br>Value: 0","Name: F Delsuc<br>With:: D.Durand<br>Value: 0","Name: F Delsuc<br>With:: D.Expert<br>Value: 0","Name: F Delsuc<br>With:: F.Gosti<br>Value: 0","Name: F Delsuc<br>With:: E.Douzery<br>Value: 1","Name: F Delsuc<br>With:: S.Diser<br>Value: 1","Name: F Delsuc<br>With:: JP.Doyon<br>Value: 0","Name: F Delsuc<br>With:: V.Berry<br>Value: 1","Name: F Delsuc<br>With:: V.Daubin<br>Value: 0","Name: F Delsuc<br>With:: C.Scornavacca<br>Value: 0"],["Name: JY Dutheil<br>With:: S.Santoni<br>Value: 0","Name: JY Dutheil<br>With:: Y.Holtz<br>Value: 0","Name: JY Dutheil<br>With:: S.Gautier<br>Value: 0","Name: JY Dutheil<br>With:: J.David<br>Value: 0","Name: JY Dutheil<br>With:: G.Sarah<br>Value: 0","Name: JY Dutheil<br>With:: G.Poux<br>Value: 0","Name: JY Dutheil<br>With:: NO.Rode<br>Value: 0","Name: JY Dutheil<br>With:: P.Roumet<br>Value: 0","Name: JY Dutheil<br>With:: V.Viader<br>Value: 0","Name: JY Dutheil<br>With:: M.Ardisson<br>Value: 0","Name: JY Dutheil<br>With:: S.Glémin<br>Value: 0","Name: JY Dutheil<br>With:: K.Belkhir<br>Value: 0","Name: JY Dutheil<br>With:: N.Galtier<br>Value: 1","Name: JY Dutheil<br>With:: EJP.Douzery<br>Value: 1","Name: JY Dutheil<br>With:: F.Delsuc<br>Value: 0","Name: JY Dutheil<br>With:: J.Romiguier<br>Value: 1","Name: JY Dutheil<br>With:: B.Boussau<br>Value: 1","Name: JY Dutheil<br>With:: JY.Dutheil<br>Value: 0","Name: JY Dutheil<br>With:: JH.Wilson<br>Value: 0","Name: JY Dutheil<br>With:: F.Zhang<br>Value: 0","Name: JY Dutheil<br>With:: N.Chantret<br>Value: 0","Name: JY Dutheil<br>With:: G.Droc<br>Value: 0","Name: JY Dutheil<br>With:: F.De.Lamotte<br>Value: 0","Name: JY Dutheil<br>With:: A.Dereeper<br>Value: 0","Name: JY Dutheil<br>With:: N.Agudelo<br>Value: 0","Name: JY Dutheil<br>With:: JT.Boehm<br>Value: 0","Name: JY Dutheil<br>With:: J.Montmain<br>Value: 0","Name: JY Dutheil<br>With:: M.Crampes<br>Value: 0","Name: JY Dutheil<br>With:: PD.Jenkins<br>Value: 0","Name: JY Dutheil<br>With:: M.Ballenghien<br>Value: 0","Name: JY Dutheil<br>With:: B.Vacherie<br>Value: 0","Name: JY Dutheil<br>With:: J.Alassimone<br>Value: 0","Name: JY Dutheil<br>With:: Y.Moreau<br>Value: 0","Name: JY Dutheil<br>With:: D.Durand<br>Value: 0","Name: JY Dutheil<br>With:: D.Expert<br>Value: 0","Name: JY Dutheil<br>With:: F.Gosti<br>Value: 0","Name: JY Dutheil<br>With:: E.Douzery<br>Value: 0","Name: JY Dutheil<br>With:: S.Diser<br>Value: 0","Name: JY Dutheil<br>With:: JP.Doyon<br>Value: 0","Name: JY Dutheil<br>With:: V.Berry<br>Value: 0","Name: JY Dutheil<br>With:: V.Daubin<br>Value: 0","Name: JY Dutheil<br>With:: C.Scornavacca<br>Value: 0"],["Name: E Figuet<br>With:: S.Santoni<br>Value: 0","Name: E Figuet<br>With:: Y.Holtz<br>Value: 0","Name: E Figuet<br>With:: S.Gautier<br>Value: 0","Name: E Figuet<br>With:: J.David<br>Value: 0","Name: E Figuet<br>With:: G.Sarah<br>Value: 0","Name: E Figuet<br>With:: G.Poux<br>Value: 0","Name: E Figuet<br>With:: NO.Rode<br>Value: 0","Name: E Figuet<br>With:: P.Roumet<br>Value: 0","Name: E Figuet<br>With:: V.Viader<br>Value: 0","Name: E Figuet<br>With:: M.Ardisson<br>Value: 0","Name: E Figuet<br>With:: S.Glémin<br>Value: 0","Name: E Figuet<br>With:: K.Belkhir<br>Value: 0","Name: E Figuet<br>With:: N.Galtier<br>Value: 1","Name: E Figuet<br>With:: EJP.Douzery<br>Value: 1","Name: E Figuet<br>With:: F.Delsuc<br>Value: 0","Name: E Figuet<br>With:: J.Romiguier<br>Value: 0","Name: E Figuet<br>With:: B.Boussau<br>Value: 1","Name: E Figuet<br>With:: JY.Dutheil<br>Value: 1","Name: E Figuet<br>With:: JH.Wilson<br>Value: 0","Name: E Figuet<br>With:: F.Zhang<br>Value: 0","Name: E Figuet<br>With:: N.Chantret<br>Value: 0","Name: E Figuet<br>With:: G.Droc<br>Value: 0","Name: E Figuet<br>With:: F.De.Lamotte<br>Value: 0","Name: E Figuet<br>With:: A.Dereeper<br>Value: 0","Name: E Figuet<br>With:: N.Agudelo<br>Value: 0","Name: E Figuet<br>With:: JT.Boehm<br>Value: 0","Name: E Figuet<br>With:: J.Montmain<br>Value: 0","Name: E Figuet<br>With:: M.Crampes<br>Value: 0","Name: E Figuet<br>With:: PD.Jenkins<br>Value: 0","Name: E Figuet<br>With:: M.Ballenghien<br>Value: 0","Name: E Figuet<br>With:: B.Vacherie<br>Value: 0","Name: E Figuet<br>With:: J.Alassimone<br>Value: 0","Name: E Figuet<br>With:: Y.Moreau<br>Value: 0","Name: E Figuet<br>With:: D.Durand<br>Value: 0","Name: E Figuet<br>With:: D.Expert<br>Value: 0","Name: E Figuet<br>With:: F.Gosti<br>Value: 0","Name: E Figuet<br>With:: E.Douzery<br>Value: 0","Name: E Figuet<br>With:: S.Diser<br>Value: 0","Name: E Figuet<br>With:: JP.Doyon<br>Value: 0","Name: E Figuet<br>With:: V.Berry<br>Value: 0","Name: E Figuet<br>With:: V.Daubin<br>Value: 0","Name: E Figuet<br>With:: C.Scornavacca<br>Value: 0"],["Name: J Romiguier<br>With:: S.Santoni<br>Value: 0","Name: J Romiguier<br>With:: Y.Holtz<br>Value: 0","Name: J Romiguier<br>With:: S.Gautier<br>Value: 0","Name: J Romiguier<br>With:: J.David<br>Value: 0","Name: J Romiguier<br>With:: G.Sarah<br>Value: 0","Name: J Romiguier<br>With:: G.Poux<br>Value: 0","Name: J Romiguier<br>With:: NO.Rode<br>Value: 0","Name: J Romiguier<br>With:: P.Roumet<br>Value: 0","Name: J Romiguier<br>With:: V.Viader<br>Value: 0","Name: J Romiguier<br>With:: M.Ardisson<br>Value: 0","Name: J Romiguier<br>With:: S.Glémin<br>Value: 0","Name: J Romiguier<br>With:: K.Belkhir<br>Value: 1","Name: J Romiguier<br>With:: N.Galtier<br>Value: 1","Name: J Romiguier<br>With:: EJP.Douzery<br>Value: 1","Name: J Romiguier<br>With:: F.Delsuc<br>Value: 1","Name: J Romiguier<br>With:: J.Romiguier<br>Value: 0","Name: J Romiguier<br>With:: B.Boussau<br>Value: 1","Name: J Romiguier<br>With:: JY.Dutheil<br>Value: 1","Name: J Romiguier<br>With:: JH.Wilson<br>Value: 0","Name: J Romiguier<br>With:: F.Zhang<br>Value: 0","Name: J Romiguier<br>With:: N.Chantret<br>Value: 0","Name: J Romiguier<br>With:: G.Droc<br>Value: 0","Name: J Romiguier<br>With:: F.De.Lamotte<br>Value: 0","Name: J Romiguier<br>With:: A.Dereeper<br>Value: 0","Name: J Romiguier<br>With:: N.Agudelo<br>Value: 0","Name: J Romiguier<br>With:: JT.Boehm<br>Value: 0","Name: J Romiguier<br>With:: J.Montmain<br>Value: 0","Name: J Romiguier<br>With:: M.Crampes<br>Value: 0","Name: J Romiguier<br>With:: PD.Jenkins<br>Value: 0","Name: J Romiguier<br>With:: M.Ballenghien<br>Value: 0","Name: J Romiguier<br>With:: B.Vacherie<br>Value: 0","Name: J Romiguier<br>With:: J.Alassimone<br>Value: 0","Name: J Romiguier<br>With:: Y.Moreau<br>Value: 0","Name: J Romiguier<br>With:: D.Durand<br>Value: 0","Name: J Romiguier<br>With:: D.Expert<br>Value: 0","Name: J Romiguier<br>With:: F.Gosti<br>Value: 0","Name: J Romiguier<br>With:: E.Douzery<br>Value: 0","Name: J Romiguier<br>With:: S.Diser<br>Value: 0","Name: J Romiguier<br>With:: JP.Doyon<br>Value: 0","Name: J Romiguier<br>With:: V.Berry<br>Value: 0","Name: J Romiguier<br>With:: V.Daubin<br>Value: 0","Name: J Romiguier<br>With:: C.Scornavacca<br>Value: 0"],["Name: EJP Douzery<br>With:: S.Santoni<br>Value: 0","Name: EJP Douzery<br>With:: Y.Holtz<br>Value: 0","Name: EJP Douzery<br>With:: S.Gautier<br>Value: 0","Name: EJP Douzery<br>With:: J.David<br>Value: 0","Name: EJP Douzery<br>With:: G.Sarah<br>Value: 0","Name: EJP Douzery<br>With:: G.Poux<br>Value: 0","Name: EJP Douzery<br>With:: NO.Rode<br>Value: 0","Name: EJP Douzery<br>With:: P.Roumet<br>Value: 0","Name: EJP Douzery<br>With:: V.Viader<br>Value: 0","Name: EJP Douzery<br>With:: M.Ardisson<br>Value: 0","Name: EJP Douzery<br>With:: S.Glémin<br>Value: 0","Name: EJP Douzery<br>With:: K.Belkhir<br>Value: 1","Name: EJP Douzery<br>With:: N.Galtier<br>Value: 1","Name: EJP Douzery<br>With:: EJP.Douzery<br>Value: 0","Name: EJP Douzery<br>With:: F.Delsuc<br>Value: 1","Name: EJP Douzery<br>With:: J.Romiguier<br>Value: 1","Name: EJP Douzery<br>With:: B.Boussau<br>Value: 1","Name: EJP Douzery<br>With:: JY.Dutheil<br>Value: 1","Name: EJP Douzery<br>With:: JH.Wilson<br>Value: 0","Name: EJP Douzery<br>With:: F.Zhang<br>Value: 0","Name: EJP Douzery<br>With:: N.Chantret<br>Value: 0","Name: EJP Douzery<br>With:: G.Droc<br>Value: 0","Name: EJP Douzery<br>With:: F.De.Lamotte<br>Value: 0","Name: EJP Douzery<br>With:: A.Dereeper<br>Value: 0","Name: EJP Douzery<br>With:: N.Agudelo<br>Value: 0","Name: EJP Douzery<br>With:: JT.Boehm<br>Value: 0","Name: EJP Douzery<br>With:: J.Montmain<br>Value: 0","Name: EJP Douzery<br>With:: M.Crampes<br>Value: 0","Name: EJP Douzery<br>With:: PD.Jenkins<br>Value: 0","Name: EJP Douzery<br>With:: M.Ballenghien<br>Value: 0","Name: EJP Douzery<br>With:: B.Vacherie<br>Value: 0","Name: EJP Douzery<br>With:: J.Alassimone<br>Value: 0","Name: EJP Douzery<br>With:: Y.Moreau<br>Value: 0","Name: EJP Douzery<br>With:: D.Durand<br>Value: 0","Name: EJP Douzery<br>With:: D.Expert<br>Value: 0","Name: EJP Douzery<br>With:: F.Gosti<br>Value: 0","Name: EJP Douzery<br>With:: E.Douzery<br>Value: 0","Name: EJP Douzery<br>With:: S.Diser<br>Value: 0","Name: EJP Douzery<br>With:: JP.Doyon<br>Value: 0","Name: EJP Douzery<br>With:: V.Berry<br>Value: 0","Name: EJP Douzery<br>With:: V.Daubin<br>Value: 0","Name: EJP Douzery<br>With:: C.Scornavacca<br>Value: 1"],["Name: N Galtier<br>With:: S.Santoni<br>Value: 0","Name: N Galtier<br>With:: Y.Holtz<br>Value: 0","Name: N Galtier<br>With:: S.Gautier<br>Value: 0","Name: N Galtier<br>With:: J.David<br>Value: 0","Name: N Galtier<br>With:: G.Sarah<br>Value: 0","Name: N Galtier<br>With:: G.Poux<br>Value: 0","Name: N Galtier<br>With:: NO.Rode<br>Value: 0","Name: N Galtier<br>With:: P.Roumet<br>Value: 0","Name: N Galtier<br>With:: V.Viader<br>Value: 0","Name: N Galtier<br>With:: M.Ardisson<br>Value: 0","Name: N Galtier<br>With:: S.Glémin<br>Value: 1","Name: N Galtier<br>With:: K.Belkhir<br>Value: 1","Name: N Galtier<br>With:: N.Galtier<br>Value: 0","Name: N Galtier<br>With:: EJP.Douzery<br>Value: 1","Name: N Galtier<br>With:: F.Delsuc<br>Value: 1","Name: N Galtier<br>With:: J.Romiguier<br>Value: 1","Name: N Galtier<br>With:: B.Boussau<br>Value: 1","Name: N Galtier<br>With:: JY.Dutheil<br>Value: 1","Name: N Galtier<br>With:: JH.Wilson<br>Value: 1","Name: N Galtier<br>With:: F.Zhang<br>Value: 1","Name: N Galtier<br>With:: N.Chantret<br>Value: 0","Name: N Galtier<br>With:: G.Droc<br>Value: 0","Name: N Galtier<br>With:: F.De.Lamotte<br>Value: 0","Name: N Galtier<br>With:: A.Dereeper<br>Value: 0","Name: N Galtier<br>With:: N.Agudelo<br>Value: 0","Name: N Galtier<br>With:: JT.Boehm<br>Value: 0","Name: N Galtier<br>With:: J.Montmain<br>Value: 0","Name: N Galtier<br>With:: M.Crampes<br>Value: 0","Name: N Galtier<br>With:: PD.Jenkins<br>Value: 0","Name: N Galtier<br>With:: M.Ballenghien<br>Value: 0","Name: N Galtier<br>With:: B.Vacherie<br>Value: 0","Name: N Galtier<br>With:: J.Alassimone<br>Value: 0","Name: N Galtier<br>With:: Y.Moreau<br>Value: 0","Name: N Galtier<br>With:: D.Durand<br>Value: 0","Name: N Galtier<br>With:: D.Expert<br>Value: 0","Name: N Galtier<br>With:: F.Gosti<br>Value: 0","Name: N Galtier<br>With:: E.Douzery<br>Value: 0","Name: N Galtier<br>With:: S.Diser<br>Value: 0","Name: N Galtier<br>With:: JP.Doyon<br>Value: 0","Name: N Galtier<br>With:: V.Berry<br>Value: 0","Name: N Galtier<br>With:: V.Daubin<br>Value: 0","Name: N Galtier<br>With:: C.Scornavacca<br>Value: 0"],["Name: L Duret<br>With:: S.Santoni<br>Value: 0","Name: L Duret<br>With:: Y.Holtz<br>Value: 0","Name: L Duret<br>With:: S.Gautier<br>Value: 0","Name: L Duret<br>With:: J.David<br>Value: 0","Name: L Duret<br>With:: G.Sarah<br>Value: 0","Name: L Duret<br>With:: G.Poux<br>Value: 0","Name: L Duret<br>With:: NO.Rode<br>Value: 0","Name: L Duret<br>With:: P.Roumet<br>Value: 0","Name: L Duret<br>With:: V.Viader<br>Value: 0","Name: L Duret<br>With:: M.Ardisson<br>Value: 0","Name: L Duret<br>With:: S.Glémin<br>Value: 1","Name: L Duret<br>With:: K.Belkhir<br>Value: 0","Name: L Duret<br>With:: N.Galtier<br>Value: 0","Name: L Duret<br>With:: EJP.Douzery<br>Value: 0","Name: L Duret<br>With:: F.Delsuc<br>Value: 0","Name: L Duret<br>With:: J.Romiguier<br>Value: 0","Name: L Duret<br>With:: B.Boussau<br>Value: 0","Name: L Duret<br>With:: JY.Dutheil<br>Value: 0","Name: L Duret<br>With:: JH.Wilson<br>Value: 1","Name: L Duret<br>With:: F.Zhang<br>Value: 1","Name: L Duret<br>With:: N.Chantret<br>Value: 0","Name: L Duret<br>With:: G.Droc<br>Value: 0","Name: L Duret<br>With:: F.De.Lamotte<br>Value: 0","Name: L Duret<br>With:: A.Dereeper<br>Value: 0","Name: L Duret<br>With:: N.Agudelo<br>Value: 0","Name: L Duret<br>With:: JT.Boehm<br>Value: 0","Name: L Duret<br>With:: J.Montmain<br>Value: 0","Name: L Duret<br>With:: M.Crampes<br>Value: 0","Name: L Duret<br>With:: PD.Jenkins<br>Value: 0","Name: L Duret<br>With:: M.Ballenghien<br>Value: 0","Name: L Duret<br>With:: B.Vacherie<br>Value: 0","Name: L Duret<br>With:: J.Alassimone<br>Value: 0","Name: L Duret<br>With:: Y.Moreau<br>Value: 0","Name: L Duret<br>With:: D.Durand<br>Value: 0","Name: L Duret<br>With:: D.Expert<br>Value: 0","Name: L Duret<br>With:: F.Gosti<br>Value: 0","Name: L Duret<br>With:: E.Douzery<br>Value: 0","Name: L Duret<br>With:: S.Diser<br>Value: 0","Name: L Duret<br>With:: JP.Doyon<br>Value: 0","Name: L Duret<br>With:: V.Berry<br>Value: 0","Name: L Duret<br>With:: V.Daubin<br>Value: 0","Name: L Duret<br>With:: C.Scornavacca<br>Value: 0"],["Name: S Gaillard<br>With:: S.Santoni<br>Value: 0","Name: S Gaillard<br>With:: Y.Holtz<br>Value: 0","Name: S Gaillard<br>With:: S.Gautier<br>Value: 0","Name: S Gaillard<br>With:: J.David<br>Value: 0","Name: S Gaillard<br>With:: G.Sarah<br>Value: 0","Name: S Gaillard<br>With:: G.Poux<br>Value: 0","Name: S Gaillard<br>With:: NO.Rode<br>Value: 0","Name: S Gaillard<br>With:: P.Roumet<br>Value: 0","Name: S Gaillard<br>With:: V.Viader<br>Value: 0","Name: S Gaillard<br>With:: M.Ardisson<br>Value: 0","Name: S Gaillard<br>With:: S.Glémin<br>Value: 1","Name: S Gaillard<br>With:: K.Belkhir<br>Value: 1","Name: S Gaillard<br>With:: N.Galtier<br>Value: 1","Name: S Gaillard<br>With:: EJP.Douzery<br>Value: 0","Name: S Gaillard<br>With:: F.Delsuc<br>Value: 0","Name: S Gaillard<br>With:: J.Romiguier<br>Value: 0","Name: S Gaillard<br>With:: B.Boussau<br>Value: 0","Name: S Gaillard<br>With:: JY.Dutheil<br>Value: 0","Name: S Gaillard<br>With:: JH.Wilson<br>Value: 0","Name: S Gaillard<br>With:: F.Zhang<br>Value: 0","Name: S Gaillard<br>With:: N.Chantret<br>Value: 0","Name: S Gaillard<br>With:: G.Droc<br>Value: 0","Name: S Gaillard<br>With:: F.De.Lamotte<br>Value: 0","Name: S Gaillard<br>With:: A.Dereeper<br>Value: 0","Name: S Gaillard<br>With:: N.Agudelo<br>Value: 0","Name: S Gaillard<br>With:: JT.Boehm<br>Value: 0","Name: S Gaillard<br>With:: J.Montmain<br>Value: 0","Name: S Gaillard<br>With:: M.Crampes<br>Value: 0","Name: S Gaillard<br>With:: PD.Jenkins<br>Value: 0","Name: S Gaillard<br>With:: M.Ballenghien<br>Value: 0","Name: S Gaillard<br>With:: B.Vacherie<br>Value: 0","Name: S Gaillard<br>With:: J.Alassimone<br>Value: 0","Name: S Gaillard<br>With:: Y.Moreau<br>Value: 0","Name: S Gaillard<br>With:: D.Durand<br>Value: 0","Name: S Gaillard<br>With:: D.Expert<br>Value: 0","Name: S Gaillard<br>With:: F.Gosti<br>Value: 0","Name: S Gaillard<br>With:: E.Douzery<br>Value: 0","Name: S Gaillard<br>With:: S.Diser<br>Value: 0","Name: S Gaillard<br>With:: JP.Doyon<br>Value: 0","Name: S Gaillard<br>With:: V.Berry<br>Value: 0","Name: S Gaillard<br>With:: V.Daubin<br>Value: 0","Name: S Gaillard<br>With:: C.Scornavacca<br>Value: 0"],["Name: J Dutheil<br>With:: S.Santoni<br>Value: 0","Name: J Dutheil<br>With:: Y.Holtz<br>Value: 0","Name: J Dutheil<br>With:: S.Gautier<br>Value: 0","Name: J Dutheil<br>With:: J.David<br>Value: 0","Name: J Dutheil<br>With:: G.Sarah<br>Value: 0","Name: J Dutheil<br>With:: G.Poux<br>Value: 0","Name: J Dutheil<br>With:: NO.Rode<br>Value: 0","Name: J Dutheil<br>With:: P.Roumet<br>Value: 0","Name: J Dutheil<br>With:: V.Viader<br>Value: 0","Name: J Dutheil<br>With:: M.Ardisson<br>Value: 0","Name: J Dutheil<br>With:: S.Glémin<br>Value: 1","Name: J Dutheil<br>With:: K.Belkhir<br>Value: 1","Name: J Dutheil<br>With:: N.Galtier<br>Value: 1","Name: J Dutheil<br>With:: EJP.Douzery<br>Value: 0","Name: J Dutheil<br>With:: F.Delsuc<br>Value: 0","Name: J Dutheil<br>With:: J.Romiguier<br>Value: 0","Name: J Dutheil<br>With:: B.Boussau<br>Value: 0","Name: J Dutheil<br>With:: JY.Dutheil<br>Value: 0","Name: J Dutheil<br>With:: JH.Wilson<br>Value: 0","Name: J Dutheil<br>With:: F.Zhang<br>Value: 0","Name: J Dutheil<br>With:: N.Chantret<br>Value: 0","Name: J Dutheil<br>With:: G.Droc<br>Value: 0","Name: J Dutheil<br>With:: F.De.Lamotte<br>Value: 0","Name: J Dutheil<br>With:: A.Dereeper<br>Value: 0","Name: J Dutheil<br>With:: N.Agudelo<br>Value: 0","Name: J Dutheil<br>With:: JT.Boehm<br>Value: 0","Name: J Dutheil<br>With:: J.Montmain<br>Value: 0","Name: J Dutheil<br>With:: M.Crampes<br>Value: 0","Name: J Dutheil<br>With:: PD.Jenkins<br>Value: 0","Name: J Dutheil<br>With:: M.Ballenghien<br>Value: 0","Name: J Dutheil<br>With:: B.Vacherie<br>Value: 0","Name: J Dutheil<br>With:: J.Alassimone<br>Value: 0","Name: J Dutheil<br>With:: Y.Moreau<br>Value: 0","Name: J Dutheil<br>With:: D.Durand<br>Value: 0","Name: J Dutheil<br>With:: D.Expert<br>Value: 0","Name: J Dutheil<br>With:: F.Gosti<br>Value: 0","Name: J Dutheil<br>With:: E.Douzery<br>Value: 0","Name: J Dutheil<br>With:: S.Diser<br>Value: 0","Name: J Dutheil<br>With:: JP.Doyon<br>Value: 0","Name: J Dutheil<br>With:: V.Berry<br>Value: 0","Name: J Dutheil<br>With:: V.Daubin<br>Value: 0","Name: J Dutheil<br>With:: C.Scornavacca<br>Value: 0"],["Name: S Glémin<br>With:: S.Santoni<br>Value: 0","Name: S Glémin<br>With:: Y.Holtz<br>Value: 0","Name: S Glémin<br>With:: S.Gautier<br>Value: 0","Name: S Glémin<br>With:: J.David<br>Value: 0","Name: S Glémin<br>With:: G.Sarah<br>Value: 0","Name: S Glémin<br>With:: G.Poux<br>Value: 0","Name: S Glémin<br>With:: NO.Rode<br>Value: 0","Name: S Glémin<br>With:: P.Roumet<br>Value: 0","Name: S Glémin<br>With:: V.Viader<br>Value: 0","Name: S Glémin<br>With:: M.Ardisson<br>Value: 0","Name: S Glémin<br>With:: S.Glémin<br>Value: 0","Name: S Glémin<br>With:: K.Belkhir<br>Value: 1","Name: S Glémin<br>With:: N.Galtier<br>Value: 1","Name: S Glémin<br>With:: EJP.Douzery<br>Value: 0","Name: S Glémin<br>With:: F.Delsuc<br>Value: 0","Name: S Glémin<br>With:: J.Romiguier<br>Value: 0","Name: S Glémin<br>With:: B.Boussau<br>Value: 0","Name: S Glémin<br>With:: JY.Dutheil<br>Value: 0","Name: S Glémin<br>With:: JH.Wilson<br>Value: 1","Name: S Glémin<br>With:: F.Zhang<br>Value: 1","Name: S Glémin<br>With:: N.Chantret<br>Value: 1","Name: S Glémin<br>With:: G.Droc<br>Value: 0","Name: S Glémin<br>With:: F.De.Lamotte<br>Value: 0","Name: S Glémin<br>With:: A.Dereeper<br>Value: 0","Name: S Glémin<br>With:: N.Agudelo<br>Value: 0","Name: S Glémin<br>With:: JT.Boehm<br>Value: 0","Name: S Glémin<br>With:: J.Montmain<br>Value: 0","Name: S Glémin<br>With:: M.Crampes<br>Value: 0","Name: S Glémin<br>With:: PD.Jenkins<br>Value: 0","Name: S Glémin<br>With:: M.Ballenghien<br>Value: 0","Name: S Glémin<br>With:: B.Vacherie<br>Value: 0","Name: S Glémin<br>With:: J.Alassimone<br>Value: 0","Name: S Glémin<br>With:: Y.Moreau<br>Value: 0","Name: S Glémin<br>With:: D.Durand<br>Value: 0","Name: S Glémin<br>With:: D.Expert<br>Value: 0","Name: S Glémin<br>With:: F.Gosti<br>Value: 0","Name: S Glémin<br>With:: E.Douzery<br>Value: 0","Name: S Glémin<br>With:: S.Diser<br>Value: 0","Name: S Glémin<br>With:: JP.Doyon<br>Value: 0","Name: S Glémin<br>With:: V.Berry<br>Value: 0","Name: S Glémin<br>With:: V.Daubin<br>Value: 0","Name: S Glémin<br>With:: C.Scornavacca<br>Value: 0"],["Name: JF Dufayard<br>With:: S.Santoni<br>Value: 0","Name: JF Dufayard<br>With:: Y.Holtz<br>Value: 0","Name: JF Dufayard<br>With:: S.Gautier<br>Value: 0","Name: JF Dufayard<br>With:: J.David<br>Value: 0","Name: JF Dufayard<br>With:: G.Sarah<br>Value: 0","Name: JF Dufayard<br>With:: G.Poux<br>Value: 0","Name: JF Dufayard<br>With:: NO.Rode<br>Value: 0","Name: JF Dufayard<br>With:: P.Roumet<br>Value: 0","Name: JF Dufayard<br>With:: V.Viader<br>Value: 0","Name: JF Dufayard<br>With:: M.Ardisson<br>Value: 0","Name: JF Dufayard<br>With:: S.Glémin<br>Value: 0","Name: JF Dufayard<br>With:: K.Belkhir<br>Value: 0","Name: JF Dufayard<br>With:: N.Galtier<br>Value: 0","Name: JF Dufayard<br>With:: EJP.Douzery<br>Value: 0","Name: JF Dufayard<br>With:: F.Delsuc<br>Value: 0","Name: JF Dufayard<br>With:: J.Romiguier<br>Value: 0","Name: JF Dufayard<br>With:: B.Boussau<br>Value: 0","Name: JF Dufayard<br>With:: JY.Dutheil<br>Value: 0","Name: JF Dufayard<br>With:: JH.Wilson<br>Value: 0","Name: JF Dufayard<br>With:: F.Zhang<br>Value: 0","Name: JF Dufayard<br>With:: N.Chantret<br>Value: 1","Name: JF Dufayard<br>With:: G.Droc<br>Value: 0","Name: JF Dufayard<br>With:: F.De.Lamotte<br>Value: 0","Name: JF Dufayard<br>With:: A.Dereeper<br>Value: 0","Name: JF Dufayard<br>With:: N.Agudelo<br>Value: 0","Name: JF Dufayard<br>With:: JT.Boehm<br>Value: 0","Name: JF Dufayard<br>With:: J.Montmain<br>Value: 0","Name: JF Dufayard<br>With:: M.Crampes<br>Value: 0","Name: JF Dufayard<br>With:: PD.Jenkins<br>Value: 0","Name: JF Dufayard<br>With:: M.Ballenghien<br>Value: 0","Name: JF Dufayard<br>With:: B.Vacherie<br>Value: 0","Name: JF Dufayard<br>With:: J.Alassimone<br>Value: 0","Name: JF Dufayard<br>With:: Y.Moreau<br>Value: 0","Name: JF Dufayard<br>With:: D.Durand<br>Value: 0","Name: JF Dufayard<br>With:: D.Expert<br>Value: 0","Name: JF Dufayard<br>With:: F.Gosti<br>Value: 0","Name: JF Dufayard<br>With:: E.Douzery<br>Value: 0","Name: JF Dufayard<br>With:: S.Diser<br>Value: 0","Name: JF Dufayard<br>With:: JP.Doyon<br>Value: 0","Name: JF Dufayard<br>With:: V.Berry<br>Value: 1","Name: JF Dufayard<br>With:: V.Daubin<br>Value: 1","Name: JF Dufayard<br>With:: C.Scornavacca<br>Value: 1"],["Name: JP Doyon<br>With:: S.Santoni<br>Value: 0","Name: JP Doyon<br>With:: Y.Holtz<br>Value: 0","Name: JP Doyon<br>With:: S.Gautier<br>Value: 0","Name: JP Doyon<br>With:: J.David<br>Value: 0","Name: JP Doyon<br>With:: G.Sarah<br>Value: 0","Name: JP Doyon<br>With:: G.Poux<br>Value: 0","Name: JP Doyon<br>With:: NO.Rode<br>Value: 0","Name: JP Doyon<br>With:: P.Roumet<br>Value: 0","Name: JP Doyon<br>With:: V.Viader<br>Value: 0","Name: JP Doyon<br>With:: M.Ardisson<br>Value: 0","Name: JP Doyon<br>With:: S.Glémin<br>Value: 0","Name: JP Doyon<br>With:: K.Belkhir<br>Value: 0","Name: JP Doyon<br>With:: N.Galtier<br>Value: 0","Name: JP Doyon<br>With:: EJP.Douzery<br>Value: 0","Name: JP Doyon<br>With:: F.Delsuc<br>Value: 0","Name: JP Doyon<br>With:: J.Romiguier<br>Value: 0","Name: JP Doyon<br>With:: B.Boussau<br>Value: 0","Name: JP Doyon<br>With:: JY.Dutheil<br>Value: 0","Name: JP Doyon<br>With:: JH.Wilson<br>Value: 0","Name: JP Doyon<br>With:: F.Zhang<br>Value: 0","Name: JP Doyon<br>With:: N.Chantret<br>Value: 0","Name: JP Doyon<br>With:: G.Droc<br>Value: 0","Name: JP Doyon<br>With:: F.De.Lamotte<br>Value: 0","Name: JP Doyon<br>With:: A.Dereeper<br>Value: 0","Name: JP Doyon<br>With:: N.Agudelo<br>Value: 0","Name: JP Doyon<br>With:: JT.Boehm<br>Value: 0","Name: JP Doyon<br>With:: J.Montmain<br>Value: 0","Name: JP Doyon<br>With:: M.Crampes<br>Value: 0","Name: JP Doyon<br>With:: PD.Jenkins<br>Value: 0","Name: JP Doyon<br>With:: M.Ballenghien<br>Value: 0","Name: JP Doyon<br>With:: B.Vacherie<br>Value: 0","Name: JP Doyon<br>With:: J.Alassimone<br>Value: 0","Name: JP Doyon<br>With:: Y.Moreau<br>Value: 0","Name: JP Doyon<br>With:: D.Durand<br>Value: 0","Name: JP Doyon<br>With:: D.Expert<br>Value: 0","Name: JP Doyon<br>With:: F.Gosti<br>Value: 0","Name: JP Doyon<br>With:: E.Douzery<br>Value: 0","Name: JP Doyon<br>With:: S.Diser<br>Value: 0","Name: JP Doyon<br>With:: JP.Doyon<br>Value: 0","Name: JP Doyon<br>With:: V.Berry<br>Value: 1","Name: JP Doyon<br>With:: V.Daubin<br>Value: 1","Name: JP Doyon<br>With:: C.Scornavacca<br>Value: 1"],["Name: TH Nguyen<br>With:: S.Santoni<br>Value: 0","Name: TH Nguyen<br>With:: Y.Holtz<br>Value: 0","Name: TH Nguyen<br>With:: S.Gautier<br>Value: 0","Name: TH Nguyen<br>With:: J.David<br>Value: 0","Name: TH Nguyen<br>With:: G.Sarah<br>Value: 0","Name: TH Nguyen<br>With:: G.Poux<br>Value: 0","Name: TH Nguyen<br>With:: NO.Rode<br>Value: 0","Name: TH Nguyen<br>With:: P.Roumet<br>Value: 0","Name: TH Nguyen<br>With:: V.Viader<br>Value: 0","Name: TH Nguyen<br>With:: M.Ardisson<br>Value: 0","Name: TH Nguyen<br>With:: S.Glémin<br>Value: 0","Name: TH Nguyen<br>With:: K.Belkhir<br>Value: 0","Name: TH Nguyen<br>With:: N.Galtier<br>Value: 0","Name: TH Nguyen<br>With:: EJP.Douzery<br>Value: 0","Name: TH Nguyen<br>With:: F.Delsuc<br>Value: 0","Name: TH Nguyen<br>With:: J.Romiguier<br>Value: 0","Name: TH Nguyen<br>With:: B.Boussau<br>Value: 0","Name: TH Nguyen<br>With:: JY.Dutheil<br>Value: 0","Name: TH Nguyen<br>With:: JH.Wilson<br>Value: 0","Name: TH Nguyen<br>With:: F.Zhang<br>Value: 0","Name: TH Nguyen<br>With:: N.Chantret<br>Value: 0","Name: TH Nguyen<br>With:: G.Droc<br>Value: 0","Name: TH Nguyen<br>With:: F.De.Lamotte<br>Value: 0","Name: TH Nguyen<br>With:: A.Dereeper<br>Value: 0","Name: TH Nguyen<br>With:: N.Agudelo<br>Value: 0","Name: TH Nguyen<br>With:: JT.Boehm<br>Value: 0","Name: TH Nguyen<br>With:: J.Montmain<br>Value: 0","Name: TH Nguyen<br>With:: M.Crampes<br>Value: 0","Name: TH Nguyen<br>With:: PD.Jenkins<br>Value: 0","Name: TH Nguyen<br>With:: M.Ballenghien<br>Value: 0","Name: TH Nguyen<br>With:: B.Vacherie<br>Value: 0","Name: TH Nguyen<br>With:: J.Alassimone<br>Value: 0","Name: TH Nguyen<br>With:: Y.Moreau<br>Value: 0","Name: TH Nguyen<br>With:: D.Durand<br>Value: 0","Name: TH Nguyen<br>With:: D.Expert<br>Value: 0","Name: TH Nguyen<br>With:: F.Gosti<br>Value: 0","Name: TH Nguyen<br>With:: E.Douzery<br>Value: 0","Name: TH Nguyen<br>With:: S.Diser<br>Value: 0","Name: TH Nguyen<br>With:: JP.Doyon<br>Value: 1","Name: TH Nguyen<br>With:: V.Berry<br>Value: 1","Name: TH Nguyen<br>With:: V.Daubin<br>Value: 0","Name: TH Nguyen<br>With:: C.Scornavacca<br>Value: 1"],["Name: S Glemin<br>With:: S.Santoni<br>Value: 0","Name: S Glemin<br>With:: Y.Holtz<br>Value: 0","Name: S Glemin<br>With:: S.Gautier<br>Value: 0","Name: S Glemin<br>With:: J.David<br>Value: 0","Name: S Glemin<br>With:: G.Sarah<br>Value: 0","Name: S Glemin<br>With:: G.Poux<br>Value: 0","Name: S Glemin<br>With:: NO.Rode<br>Value: 0","Name: S Glemin<br>With:: P.Roumet<br>Value: 0","Name: S Glemin<br>With:: V.Viader<br>Value: 1","Name: S Glemin<br>With:: M.Ardisson<br>Value: 1","Name: S Glemin<br>With:: S.Glémin<br>Value: 0","Name: S Glemin<br>With:: K.Belkhir<br>Value: 0","Name: S Glemin<br>With:: N.Galtier<br>Value: 0","Name: S Glemin<br>With:: EJP.Douzery<br>Value: 0","Name: S Glemin<br>With:: F.Delsuc<br>Value: 0","Name: S Glemin<br>With:: J.Romiguier<br>Value: 0","Name: S Glemin<br>With:: B.Boussau<br>Value: 0","Name: S Glemin<br>With:: JY.Dutheil<br>Value: 0","Name: S Glemin<br>With:: JH.Wilson<br>Value: 0","Name: S Glemin<br>With:: F.Zhang<br>Value: 0","Name: S Glemin<br>With:: N.Chantret<br>Value: 0","Name: S Glemin<br>With:: G.Droc<br>Value: 0","Name: S Glemin<br>With:: F.De.Lamotte<br>Value: 0","Name: S Glemin<br>With:: A.Dereeper<br>Value: 0","Name: S Glemin<br>With:: N.Agudelo<br>Value: 0","Name: S Glemin<br>With:: JT.Boehm<br>Value: 0","Name: S Glemin<br>With:: J.Montmain<br>Value: 0","Name: S Glemin<br>With:: M.Crampes<br>Value: 0","Name: S Glemin<br>With:: PD.Jenkins<br>Value: 0","Name: S Glemin<br>With:: M.Ballenghien<br>Value: 0","Name: S Glemin<br>With:: B.Vacherie<br>Value: 0","Name: S Glemin<br>With:: J.Alassimone<br>Value: 0","Name: S Glemin<br>With:: Y.Moreau<br>Value: 0","Name: S Glemin<br>With:: D.Durand<br>Value: 0","Name: S Glemin<br>With:: D.Expert<br>Value: 0","Name: S Glemin<br>With:: F.Gosti<br>Value: 0","Name: S Glemin<br>With:: E.Douzery<br>Value: 0","Name: S Glemin<br>With:: S.Diser<br>Value: 0","Name: S Glemin<br>With:: JP.Doyon<br>Value: 0","Name: S Glemin<br>With:: V.Berry<br>Value: 0","Name: S Glemin<br>With:: V.Daubin<br>Value: 0","Name: S Glemin<br>With:: C.Scornavacca<br>Value: 1"],["Name: JS Escobar<br>With:: S.Santoni<br>Value: 1","Name: JS Escobar<br>With:: Y.Holtz<br>Value: 0","Name: JS Escobar<br>With:: S.Gautier<br>Value: 0","Name: JS Escobar<br>With:: J.David<br>Value: 0","Name: JS Escobar<br>With:: G.Sarah<br>Value: 0","Name: JS Escobar<br>With:: G.Poux<br>Value: 0","Name: JS Escobar<br>With:: NO.Rode<br>Value: 0","Name: JS Escobar<br>With:: P.Roumet<br>Value: 0","Name: JS Escobar<br>With:: V.Viader<br>Value: 0","Name: JS Escobar<br>With:: M.Ardisson<br>Value: 0","Name: JS Escobar<br>With:: S.Glémin<br>Value: 0","Name: JS Escobar<br>With:: K.Belkhir<br>Value: 0","Name: JS Escobar<br>With:: N.Galtier<br>Value: 0","Name: JS Escobar<br>With:: EJP.Douzery<br>Value: 0","Name: JS Escobar<br>With:: F.Delsuc<br>Value: 0","Name: JS Escobar<br>With:: J.Romiguier<br>Value: 0","Name: JS Escobar<br>With:: B.Boussau<br>Value: 0","Name: JS Escobar<br>With:: JY.Dutheil<br>Value: 0","Name: JS Escobar<br>With:: JH.Wilson<br>Value: 0","Name: JS Escobar<br>With:: F.Zhang<br>Value: 0","Name: JS Escobar<br>With:: N.Chantret<br>Value: 0","Name: JS Escobar<br>With:: G.Droc<br>Value: 0","Name: JS Escobar<br>With:: F.De.Lamotte<br>Value: 0","Name: JS Escobar<br>With:: A.Dereeper<br>Value: 0","Name: JS Escobar<br>With:: N.Agudelo<br>Value: 0","Name: JS Escobar<br>With:: JT.Boehm<br>Value: 0","Name: JS Escobar<br>With:: J.Montmain<br>Value: 0","Name: JS Escobar<br>With:: M.Crampes<br>Value: 0","Name: JS Escobar<br>With:: PD.Jenkins<br>Value: 0","Name: JS Escobar<br>With:: M.Ballenghien<br>Value: 0","Name: JS Escobar<br>With:: B.Vacherie<br>Value: 0","Name: JS Escobar<br>With:: J.Alassimone<br>Value: 0","Name: JS Escobar<br>With:: Y.Moreau<br>Value: 0","Name: JS Escobar<br>With:: D.Durand<br>Value: 0","Name: JS Escobar<br>With:: D.Expert<br>Value: 0","Name: JS Escobar<br>With:: F.Gosti<br>Value: 0","Name: JS Escobar<br>With:: E.Douzery<br>Value: 0","Name: JS Escobar<br>With:: S.Diser<br>Value: 0","Name: JS Escobar<br>With:: JP.Doyon<br>Value: 0","Name: JS Escobar<br>With:: V.Berry<br>Value: 0","Name: JS Escobar<br>With:: V.Daubin<br>Value: 0","Name: JS Escobar<br>With:: C.Scornavacca<br>Value: 1"],["Name: A Criscuolo<br>With:: S.Santoni<br>Value: 0","Name: A Criscuolo<br>With:: Y.Holtz<br>Value: 0","Name: A Criscuolo<br>With:: S.Gautier<br>Value: 0","Name: A Criscuolo<br>With:: J.David<br>Value: 0","Name: A Criscuolo<br>With:: G.Sarah<br>Value: 0","Name: A Criscuolo<br>With:: G.Poux<br>Value: 0","Name: A Criscuolo<br>With:: NO.Rode<br>Value: 0","Name: A Criscuolo<br>With:: P.Roumet<br>Value: 0","Name: A Criscuolo<br>With:: V.Viader<br>Value: 0","Name: A Criscuolo<br>With:: M.Ardisson<br>Value: 0","Name: A Criscuolo<br>With:: S.Glémin<br>Value: 0","Name: A Criscuolo<br>With:: K.Belkhir<br>Value: 0","Name: A Criscuolo<br>With:: N.Galtier<br>Value: 0","Name: A Criscuolo<br>With:: EJP.Douzery<br>Value: 1","Name: A Criscuolo<br>With:: F.Delsuc<br>Value: 0","Name: A Criscuolo<br>With:: J.Romiguier<br>Value: 0","Name: A Criscuolo<br>With:: B.Boussau<br>Value: 0","Name: A Criscuolo<br>With:: JY.Dutheil<br>Value: 0","Name: A Criscuolo<br>With:: JH.Wilson<br>Value: 0","Name: A Criscuolo<br>With:: F.Zhang<br>Value: 0","Name: A Criscuolo<br>With:: N.Chantret<br>Value: 0","Name: A Criscuolo<br>With:: G.Droc<br>Value: 0","Name: A Criscuolo<br>With:: F.De.Lamotte<br>Value: 0","Name: A Criscuolo<br>With:: A.Dereeper<br>Value: 0","Name: A Criscuolo<br>With:: N.Agudelo<br>Value: 0","Name: A Criscuolo<br>With:: JT.Boehm<br>Value: 0","Name: A Criscuolo<br>With:: J.Montmain<br>Value: 0","Name: A Criscuolo<br>With:: M.Crampes<br>Value: 0","Name: A Criscuolo<br>With:: PD.Jenkins<br>Value: 0","Name: A Criscuolo<br>With:: M.Ballenghien<br>Value: 0","Name: A Criscuolo<br>With:: B.Vacherie<br>Value: 0","Name: A Criscuolo<br>With:: J.Alassimone<br>Value: 0","Name: A Criscuolo<br>With:: Y.Moreau<br>Value: 0","Name: A Criscuolo<br>With:: D.Durand<br>Value: 0","Name: A Criscuolo<br>With:: D.Expert<br>Value: 0","Name: A Criscuolo<br>With:: F.Gosti<br>Value: 0","Name: A Criscuolo<br>With:: E.Douzery<br>Value: 0","Name: A Criscuolo<br>With:: S.Diser<br>Value: 0","Name: A Criscuolo<br>With:: JP.Doyon<br>Value: 0","Name: A Criscuolo<br>With:: V.Berry<br>Value: 0","Name: A Criscuolo<br>With:: V.Daubin<br>Value: 0","Name: A Criscuolo<br>With:: C.Scornavacca<br>Value: 1"],["Name: V Berry<br>With:: S.Santoni<br>Value: 0","Name: V Berry<br>With:: Y.Holtz<br>Value: 0","Name: V Berry<br>With:: S.Gautier<br>Value: 0","Name: V Berry<br>With:: J.David<br>Value: 0","Name: V Berry<br>With:: G.Sarah<br>Value: 0","Name: V Berry<br>With:: G.Poux<br>Value: 0","Name: V Berry<br>With:: NO.Rode<br>Value: 0","Name: V Berry<br>With:: P.Roumet<br>Value: 0","Name: V Berry<br>With:: V.Viader<br>Value: 0","Name: V Berry<br>With:: M.Ardisson<br>Value: 0","Name: V Berry<br>With:: S.Glémin<br>Value: 0","Name: V Berry<br>With:: K.Belkhir<br>Value: 0","Name: V Berry<br>With:: N.Galtier<br>Value: 0","Name: V Berry<br>With:: EJP.Douzery<br>Value: 1","Name: V Berry<br>With:: F.Delsuc<br>Value: 0","Name: V Berry<br>With:: J.Romiguier<br>Value: 0","Name: V Berry<br>With:: B.Boussau<br>Value: 0","Name: V Berry<br>With:: JY.Dutheil<br>Value: 0","Name: V Berry<br>With:: JH.Wilson<br>Value: 0","Name: V Berry<br>With:: F.Zhang<br>Value: 0","Name: V Berry<br>With:: N.Chantret<br>Value: 0","Name: V Berry<br>With:: G.Droc<br>Value: 0","Name: V Berry<br>With:: F.De.Lamotte<br>Value: 0","Name: V Berry<br>With:: A.Dereeper<br>Value: 0","Name: V Berry<br>With:: N.Agudelo<br>Value: 0","Name: V Berry<br>With:: JT.Boehm<br>Value: 0","Name: V Berry<br>With:: J.Montmain<br>Value: 0","Name: V Berry<br>With:: M.Crampes<br>Value: 0","Name: V Berry<br>With:: PD.Jenkins<br>Value: 0","Name: V Berry<br>With:: M.Ballenghien<br>Value: 0","Name: V Berry<br>With:: B.Vacherie<br>Value: 0","Name: V Berry<br>With:: J.Alassimone<br>Value: 0","Name: V Berry<br>With:: Y.Moreau<br>Value: 0","Name: V Berry<br>With:: D.Durand<br>Value: 0","Name: V Berry<br>With:: D.Expert<br>Value: 0","Name: V Berry<br>With:: F.Gosti<br>Value: 0","Name: V Berry<br>With:: E.Douzery<br>Value: 1","Name: V Berry<br>With:: S.Diser<br>Value: 0","Name: V Berry<br>With:: JP.Doyon<br>Value: 0","Name: V Berry<br>With:: V.Berry<br>Value: 0","Name: V Berry<br>With:: V.Daubin<br>Value: 1","Name: V Berry<br>With:: C.Scornavacca<br>Value: 1"],["Name: K Belkhir<br>With:: S.Santoni<br>Value: 0","Name: K Belkhir<br>With:: Y.Holtz<br>Value: 0","Name: K Belkhir<br>With:: S.Gautier<br>Value: 0","Name: K Belkhir<br>With:: J.David<br>Value: 0","Name: K Belkhir<br>With:: G.Sarah<br>Value: 0","Name: K Belkhir<br>With:: G.Poux<br>Value: 0","Name: K Belkhir<br>With:: NO.Rode<br>Value: 0","Name: K Belkhir<br>With:: P.Roumet<br>Value: 0","Name: K Belkhir<br>With:: V.Viader<br>Value: 0","Name: K Belkhir<br>With:: M.Ardisson<br>Value: 0","Name: K Belkhir<br>With:: S.Glémin<br>Value: 0","Name: K Belkhir<br>With:: K.Belkhir<br>Value: 0","Name: K Belkhir<br>With:: N.Galtier<br>Value: 1","Name: K Belkhir<br>With:: EJP.Douzery<br>Value: 1","Name: K Belkhir<br>With:: F.Delsuc<br>Value: 1","Name: K Belkhir<br>With:: J.Romiguier<br>Value: 0","Name: K Belkhir<br>With:: B.Boussau<br>Value: 0","Name: K Belkhir<br>With:: JY.Dutheil<br>Value: 0","Name: K Belkhir<br>With:: JH.Wilson<br>Value: 0","Name: K Belkhir<br>With:: F.Zhang<br>Value: 0","Name: K Belkhir<br>With:: N.Chantret<br>Value: 0","Name: K Belkhir<br>With:: G.Droc<br>Value: 0","Name: K Belkhir<br>With:: F.De.Lamotte<br>Value: 0","Name: K Belkhir<br>With:: A.Dereeper<br>Value: 0","Name: K Belkhir<br>With:: N.Agudelo<br>Value: 0","Name: K Belkhir<br>With:: JT.Boehm<br>Value: 0","Name: K Belkhir<br>With:: J.Montmain<br>Value: 0","Name: K Belkhir<br>With:: M.Crampes<br>Value: 0","Name: K Belkhir<br>With:: PD.Jenkins<br>Value: 0","Name: K Belkhir<br>With:: M.Ballenghien<br>Value: 0","Name: K Belkhir<br>With:: B.Vacherie<br>Value: 0","Name: K Belkhir<br>With:: J.Alassimone<br>Value: 0","Name: K Belkhir<br>With:: Y.Moreau<br>Value: 0","Name: K Belkhir<br>With:: D.Durand<br>Value: 0","Name: K Belkhir<br>With:: D.Expert<br>Value: 0","Name: K Belkhir<br>With:: F.Gosti<br>Value: 0","Name: K Belkhir<br>With:: E.Douzery<br>Value: 0","Name: K Belkhir<br>With:: S.Diser<br>Value: 0","Name: K Belkhir<br>With:: JP.Doyon<br>Value: 0","Name: K Belkhir<br>With:: V.Berry<br>Value: 0","Name: K Belkhir<br>With:: V.Daubin<br>Value: 0","Name: K Belkhir<br>With:: C.Scornavacca<br>Value: 0"],["Name: S Harispe<br>With:: S.Santoni<br>Value: 0","Name: S Harispe<br>With:: Y.Holtz<br>Value: 0","Name: S Harispe<br>With:: S.Gautier<br>Value: 0","Name: S Harispe<br>With:: J.David<br>Value: 0","Name: S Harispe<br>With:: G.Sarah<br>Value: 0","Name: S Harispe<br>With:: G.Poux<br>Value: 0","Name: S Harispe<br>With:: NO.Rode<br>Value: 0","Name: S Harispe<br>With:: P.Roumet<br>Value: 0","Name: S Harispe<br>With:: V.Viader<br>Value: 0","Name: S Harispe<br>With:: M.Ardisson<br>Value: 0","Name: S Harispe<br>With:: S.Glémin<br>Value: 0","Name: S Harispe<br>With:: K.Belkhir<br>Value: 0","Name: S Harispe<br>With:: N.Galtier<br>Value: 0","Name: S Harispe<br>With:: EJP.Douzery<br>Value: 1","Name: S Harispe<br>With:: F.Delsuc<br>Value: 1","Name: S Harispe<br>With:: J.Romiguier<br>Value: 0","Name: S Harispe<br>With:: B.Boussau<br>Value: 0","Name: S Harispe<br>With:: JY.Dutheil<br>Value: 0","Name: S Harispe<br>With:: JH.Wilson<br>Value: 0","Name: S Harispe<br>With:: F.Zhang<br>Value: 0","Name: S Harispe<br>With:: N.Chantret<br>Value: 0","Name: S Harispe<br>With:: G.Droc<br>Value: 0","Name: S Harispe<br>With:: F.De.Lamotte<br>Value: 0","Name: S Harispe<br>With:: A.Dereeper<br>Value: 0","Name: S Harispe<br>With:: N.Agudelo<br>Value: 0","Name: S Harispe<br>With:: JT.Boehm<br>Value: 0","Name: S Harispe<br>With:: J.Montmain<br>Value: 1","Name: S Harispe<br>With:: M.Crampes<br>Value: 0","Name: S Harispe<br>With:: PD.Jenkins<br>Value: 0","Name: S Harispe<br>With:: M.Ballenghien<br>Value: 0","Name: S Harispe<br>With:: B.Vacherie<br>Value: 0","Name: S Harispe<br>With:: J.Alassimone<br>Value: 0","Name: S Harispe<br>With:: Y.Moreau<br>Value: 0","Name: S Harispe<br>With:: D.Durand<br>Value: 0","Name: S Harispe<br>With:: D.Expert<br>Value: 0","Name: S Harispe<br>With:: F.Gosti<br>Value: 0","Name: S Harispe<br>With:: E.Douzery<br>Value: 0","Name: S Harispe<br>With:: S.Diser<br>Value: 0","Name: S Harispe<br>With:: JP.Doyon<br>Value: 0","Name: S Harispe<br>With:: V.Berry<br>Value: 0","Name: S Harispe<br>With:: V.Daubin<br>Value: 0","Name: S Harispe<br>With:: C.Scornavacca<br>Value: 0"],["Name: N Clairon<br>With:: S.Santoni<br>Value: 0","Name: N Clairon<br>With:: Y.Holtz<br>Value: 0","Name: N Clairon<br>With:: S.Gautier<br>Value: 0","Name: N Clairon<br>With:: J.David<br>Value: 0","Name: N Clairon<br>With:: G.Sarah<br>Value: 0","Name: N Clairon<br>With:: G.Poux<br>Value: 0","Name: N Clairon<br>With:: NO.Rode<br>Value: 0","Name: N Clairon<br>With:: P.Roumet<br>Value: 0","Name: N Clairon<br>With:: V.Viader<br>Value: 0","Name: N Clairon<br>With:: M.Ardisson<br>Value: 0","Name: N Clairon<br>With:: S.Glémin<br>Value: 0","Name: N Clairon<br>With:: K.Belkhir<br>Value: 0","Name: N Clairon<br>With:: N.Galtier<br>Value: 0","Name: N Clairon<br>With:: EJP.Douzery<br>Value: 0","Name: N Clairon<br>With:: F.Delsuc<br>Value: 1","Name: N Clairon<br>With:: J.Romiguier<br>Value: 0","Name: N Clairon<br>With:: B.Boussau<br>Value: 0","Name: N Clairon<br>With:: JY.Dutheil<br>Value: 0","Name: N Clairon<br>With:: JH.Wilson<br>Value: 0","Name: N Clairon<br>With:: F.Zhang<br>Value: 0","Name: N Clairon<br>With:: N.Chantret<br>Value: 0","Name: N Clairon<br>With:: G.Droc<br>Value: 0","Name: N Clairon<br>With:: F.De.Lamotte<br>Value: 0","Name: N Clairon<br>With:: A.Dereeper<br>Value: 0","Name: N Clairon<br>With:: N.Agudelo<br>Value: 0","Name: N Clairon<br>With:: JT.Boehm<br>Value: 0","Name: N Clairon<br>With:: J.Montmain<br>Value: 0","Name: N Clairon<br>With:: M.Crampes<br>Value: 0","Name: N Clairon<br>With:: PD.Jenkins<br>Value: 0","Name: N Clairon<br>With:: M.Ballenghien<br>Value: 0","Name: N Clairon<br>With:: B.Vacherie<br>Value: 0","Name: N Clairon<br>With:: J.Alassimone<br>Value: 0","Name: N Clairon<br>With:: Y.Moreau<br>Value: 0","Name: N Clairon<br>With:: D.Durand<br>Value: 0","Name: N Clairon<br>With:: D.Expert<br>Value: 0","Name: N Clairon<br>With:: F.Gosti<br>Value: 0","Name: N Clairon<br>With:: E.Douzery<br>Value: 0","Name: N Clairon<br>With:: S.Diser<br>Value: 1","Name: N Clairon<br>With:: JP.Doyon<br>Value: 0","Name: N Clairon<br>With:: V.Berry<br>Value: 1","Name: N Clairon<br>With:: V.Daubin<br>Value: 0","Name: N Clairon<br>With:: C.Scornavacca<br>Value: 0"],["Name: H Philippe<br>With:: S.Santoni<br>Value: 0","Name: H Philippe<br>With:: Y.Holtz<br>Value: 0","Name: H Philippe<br>With:: S.Gautier<br>Value: 0","Name: H Philippe<br>With:: J.David<br>Value: 0","Name: H Philippe<br>With:: G.Sarah<br>Value: 0","Name: H Philippe<br>With:: G.Poux<br>Value: 0","Name: H Philippe<br>With:: NO.Rode<br>Value: 0","Name: H Philippe<br>With:: P.Roumet<br>Value: 0","Name: H Philippe<br>With:: V.Viader<br>Value: 0","Name: H Philippe<br>With:: M.Ardisson<br>Value: 0","Name: H Philippe<br>With:: S.Glémin<br>Value: 0","Name: H Philippe<br>With:: K.Belkhir<br>Value: 0","Name: H Philippe<br>With:: N.Galtier<br>Value: 0","Name: H Philippe<br>With:: EJP.Douzery<br>Value: 0","Name: H Philippe<br>With:: F.Delsuc<br>Value: 1","Name: H Philippe<br>With:: J.Romiguier<br>Value: 0","Name: H Philippe<br>With:: B.Boussau<br>Value: 0","Name: H Philippe<br>With:: JY.Dutheil<br>Value: 0","Name: H Philippe<br>With:: JH.Wilson<br>Value: 0","Name: H Philippe<br>With:: F.Zhang<br>Value: 0","Name: H Philippe<br>With:: N.Chantret<br>Value: 0","Name: H Philippe<br>With:: G.Droc<br>Value: 0","Name: H Philippe<br>With:: F.De.Lamotte<br>Value: 0","Name: H Philippe<br>With:: A.Dereeper<br>Value: 0","Name: H Philippe<br>With:: N.Agudelo<br>Value: 0","Name: H Philippe<br>With:: JT.Boehm<br>Value: 0","Name: H Philippe<br>With:: J.Montmain<br>Value: 0","Name: H Philippe<br>With:: M.Crampes<br>Value: 0","Name: H Philippe<br>With:: PD.Jenkins<br>Value: 0","Name: H Philippe<br>With:: M.Ballenghien<br>Value: 0","Name: H Philippe<br>With:: B.Vacherie<br>Value: 0","Name: H Philippe<br>With:: J.Alassimone<br>Value: 0","Name: H Philippe<br>With:: Y.Moreau<br>Value: 0","Name: H Philippe<br>With:: D.Durand<br>Value: 0","Name: H Philippe<br>With:: D.Expert<br>Value: 0","Name: H Philippe<br>With:: F.Gosti<br>Value: 0","Name: H Philippe<br>With:: E.Douzery<br>Value: 0","Name: H Philippe<br>With:: S.Diser<br>Value: 0","Name: H Philippe<br>With:: JP.Doyon<br>Value: 0","Name: H Philippe<br>With:: V.Berry<br>Value: 0","Name: H Philippe<br>With:: V.Daubin<br>Value: 0","Name: H Philippe<br>With:: C.Scornavacca<br>Value: 0"],["Name: D Huchon<br>With:: S.Santoni<br>Value: 0","Name: D Huchon<br>With:: Y.Holtz<br>Value: 0","Name: D Huchon<br>With:: S.Gautier<br>Value: 0","Name: D Huchon<br>With:: J.David<br>Value: 0","Name: D Huchon<br>With:: G.Sarah<br>Value: 0","Name: D Huchon<br>With:: G.Poux<br>Value: 0","Name: D Huchon<br>With:: NO.Rode<br>Value: 0","Name: D Huchon<br>With:: P.Roumet<br>Value: 0","Name: D Huchon<br>With:: V.Viader<br>Value: 0","Name: D Huchon<br>With:: M.Ardisson<br>Value: 0","Name: D Huchon<br>With:: S.Glémin<br>Value: 0","Name: D Huchon<br>With:: K.Belkhir<br>Value: 0","Name: D Huchon<br>With:: N.Galtier<br>Value: 0","Name: D Huchon<br>With:: EJP.Douzery<br>Value: 0","Name: D Huchon<br>With:: F.Delsuc<br>Value: 0","Name: D Huchon<br>With:: J.Romiguier<br>Value: 0","Name: D Huchon<br>With:: B.Boussau<br>Value: 0","Name: D Huchon<br>With:: JY.Dutheil<br>Value: 0","Name: D Huchon<br>With:: JH.Wilson<br>Value: 0","Name: D Huchon<br>With:: F.Zhang<br>Value: 0","Name: D Huchon<br>With:: N.Chantret<br>Value: 0","Name: D Huchon<br>With:: G.Droc<br>Value: 0","Name: D Huchon<br>With:: F.De.Lamotte<br>Value: 0","Name: D Huchon<br>With:: A.Dereeper<br>Value: 0","Name: D Huchon<br>With:: N.Agudelo<br>Value: 0","Name: D Huchon<br>With:: JT.Boehm<br>Value: 0","Name: D Huchon<br>With:: J.Montmain<br>Value: 0","Name: D Huchon<br>With:: M.Crampes<br>Value: 0","Name: D Huchon<br>With:: PD.Jenkins<br>Value: 1","Name: D Huchon<br>With:: M.Ballenghien<br>Value: 0","Name: D Huchon<br>With:: B.Vacherie<br>Value: 0","Name: D Huchon<br>With:: J.Alassimone<br>Value: 0","Name: D Huchon<br>With:: Y.Moreau<br>Value: 0","Name: D Huchon<br>With:: D.Durand<br>Value: 0","Name: D Huchon<br>With:: D.Expert<br>Value: 0","Name: D Huchon<br>With:: F.Gosti<br>Value: 0","Name: D Huchon<br>With:: E.Douzery<br>Value: 0","Name: D Huchon<br>With:: S.Diser<br>Value: 0","Name: D Huchon<br>With:: JP.Doyon<br>Value: 0","Name: D Huchon<br>With:: V.Berry<br>Value: 0","Name: D Huchon<br>With:: V.Daubin<br>Value: 0","Name: D Huchon<br>With:: C.Scornavacca<br>Value: 0"],["Name: E Cornillot<br>With:: S.Santoni<br>Value: 0","Name: E Cornillot<br>With:: Y.Holtz<br>Value: 0","Name: E Cornillot<br>With:: S.Gautier<br>Value: 0","Name: E Cornillot<br>With:: J.David<br>Value: 0","Name: E Cornillot<br>With:: G.Sarah<br>Value: 0","Name: E Cornillot<br>With:: G.Poux<br>Value: 0","Name: E Cornillot<br>With:: NO.Rode<br>Value: 0","Name: E Cornillot<br>With:: P.Roumet<br>Value: 0","Name: E Cornillot<br>With:: V.Viader<br>Value: 0","Name: E Cornillot<br>With:: M.Ardisson<br>Value: 0","Name: E Cornillot<br>With:: S.Glémin<br>Value: 0","Name: E Cornillot<br>With:: K.Belkhir<br>Value: 0","Name: E Cornillot<br>With:: N.Galtier<br>Value: 0","Name: E Cornillot<br>With:: EJP.Douzery<br>Value: 0","Name: E Cornillot<br>With:: F.Delsuc<br>Value: 0","Name: E Cornillot<br>With:: J.Romiguier<br>Value: 0","Name: E Cornillot<br>With:: B.Boussau<br>Value: 0","Name: E Cornillot<br>With:: JY.Dutheil<br>Value: 0","Name: E Cornillot<br>With:: JH.Wilson<br>Value: 0","Name: E Cornillot<br>With:: F.Zhang<br>Value: 0","Name: E Cornillot<br>With:: N.Chantret<br>Value: 0","Name: E Cornillot<br>With:: G.Droc<br>Value: 0","Name: E Cornillot<br>With:: F.De.Lamotte<br>Value: 0","Name: E Cornillot<br>With:: A.Dereeper<br>Value: 0","Name: E Cornillot<br>With:: N.Agudelo<br>Value: 0","Name: E Cornillot<br>With:: JT.Boehm<br>Value: 0","Name: E Cornillot<br>With:: J.Montmain<br>Value: 0","Name: E Cornillot<br>With:: M.Crampes<br>Value: 0","Name: E Cornillot<br>With:: PD.Jenkins<br>Value: 0","Name: E Cornillot<br>With:: M.Ballenghien<br>Value: 0","Name: E Cornillot<br>With:: B.Vacherie<br>Value: 1","Name: E Cornillot<br>With:: J.Alassimone<br>Value: 0","Name: E Cornillot<br>With:: Y.Moreau<br>Value: 0","Name: E Cornillot<br>With:: D.Durand<br>Value: 0","Name: E Cornillot<br>With:: D.Expert<br>Value: 0","Name: E Cornillot<br>With:: F.Gosti<br>Value: 0","Name: E Cornillot<br>With:: E.Douzery<br>Value: 0","Name: E Cornillot<br>With:: S.Diser<br>Value: 0","Name: E Cornillot<br>With:: JP.Doyon<br>Value: 0","Name: E Cornillot<br>With:: V.Berry<br>Value: 0","Name: E Cornillot<br>With:: V.Daubin<br>Value: 0","Name: E Cornillot<br>With:: C.Scornavacca<br>Value: 0"],["Name: V Cahais<br>With:: S.Santoni<br>Value: 0","Name: V Cahais<br>With:: Y.Holtz<br>Value: 0","Name: V Cahais<br>With:: S.Gautier<br>Value: 0","Name: V Cahais<br>With:: J.David<br>Value: 0","Name: V Cahais<br>With:: G.Sarah<br>Value: 0","Name: V Cahais<br>With:: G.Poux<br>Value: 0","Name: V Cahais<br>With:: NO.Rode<br>Value: 0","Name: V Cahais<br>With:: P.Roumet<br>Value: 0","Name: V Cahais<br>With:: V.Viader<br>Value: 0","Name: V Cahais<br>With:: M.Ardisson<br>Value: 0","Name: V Cahais<br>With:: S.Glémin<br>Value: 0","Name: V Cahais<br>With:: K.Belkhir<br>Value: 0","Name: V Cahais<br>With:: N.Galtier<br>Value: 0","Name: V Cahais<br>With:: EJP.Douzery<br>Value: 0","Name: V Cahais<br>With:: F.Delsuc<br>Value: 0","Name: V Cahais<br>With:: J.Romiguier<br>Value: 0","Name: V Cahais<br>With:: B.Boussau<br>Value: 0","Name: V Cahais<br>With:: JY.Dutheil<br>Value: 0","Name: V Cahais<br>With:: JH.Wilson<br>Value: 0","Name: V Cahais<br>With:: F.Zhang<br>Value: 0","Name: V Cahais<br>With:: N.Chantret<br>Value: 0","Name: V Cahais<br>With:: G.Droc<br>Value: 0","Name: V Cahais<br>With:: F.De.Lamotte<br>Value: 0","Name: V Cahais<br>With:: A.Dereeper<br>Value: 0","Name: V Cahais<br>With:: N.Agudelo<br>Value: 0","Name: V Cahais<br>With:: JT.Boehm<br>Value: 0","Name: V Cahais<br>With:: J.Montmain<br>Value: 0","Name: V Cahais<br>With:: M.Crampes<br>Value: 0","Name: V Cahais<br>With:: PD.Jenkins<br>Value: 0","Name: V Cahais<br>With:: M.Ballenghien<br>Value: 1","Name: V Cahais<br>With:: B.Vacherie<br>Value: 0","Name: V Cahais<br>With:: J.Alassimone<br>Value: 0","Name: V Cahais<br>With:: Y.Moreau<br>Value: 0","Name: V Cahais<br>With:: D.Durand<br>Value: 0","Name: V Cahais<br>With:: D.Expert<br>Value: 0","Name: V Cahais<br>With:: F.Gosti<br>Value: 0","Name: V Cahais<br>With:: E.Douzery<br>Value: 0","Name: V Cahais<br>With:: S.Diser<br>Value: 0","Name: V Cahais<br>With:: JP.Doyon<br>Value: 0","Name: V Cahais<br>With:: V.Berry<br>Value: 0","Name: V Cahais<br>With:: V.Daubin<br>Value: 0","Name: V Cahais<br>With:: C.Scornavacca<br>Value: 0"],["Name: Z Shahzad<br>With:: S.Santoni<br>Value: 0","Name: Z Shahzad<br>With:: Y.Holtz<br>Value: 0","Name: Z Shahzad<br>With:: S.Gautier<br>Value: 0","Name: Z Shahzad<br>With:: J.David<br>Value: 0","Name: Z Shahzad<br>With:: G.Sarah<br>Value: 0","Name: Z Shahzad<br>With:: G.Poux<br>Value: 0","Name: Z Shahzad<br>With:: NO.Rode<br>Value: 0","Name: Z Shahzad<br>With:: P.Roumet<br>Value: 0","Name: Z Shahzad<br>With:: V.Viader<br>Value: 0","Name: Z Shahzad<br>With:: M.Ardisson<br>Value: 0","Name: Z Shahzad<br>With:: S.Glémin<br>Value: 0","Name: Z Shahzad<br>With:: K.Belkhir<br>Value: 0","Name: Z Shahzad<br>With:: N.Galtier<br>Value: 0","Name: Z Shahzad<br>With:: EJP.Douzery<br>Value: 0","Name: Z Shahzad<br>With:: F.Delsuc<br>Value: 0","Name: Z Shahzad<br>With:: J.Romiguier<br>Value: 0","Name: Z Shahzad<br>With:: B.Boussau<br>Value: 0","Name: Z Shahzad<br>With:: JY.Dutheil<br>Value: 0","Name: Z Shahzad<br>With:: JH.Wilson<br>Value: 0","Name: Z Shahzad<br>With:: F.Zhang<br>Value: 0","Name: Z Shahzad<br>With:: N.Chantret<br>Value: 0","Name: Z Shahzad<br>With:: G.Droc<br>Value: 0","Name: Z Shahzad<br>With:: F.De.Lamotte<br>Value: 0","Name: Z Shahzad<br>With:: A.Dereeper<br>Value: 0","Name: Z Shahzad<br>With:: N.Agudelo<br>Value: 0","Name: Z Shahzad<br>With:: JT.Boehm<br>Value: 0","Name: Z Shahzad<br>With:: J.Montmain<br>Value: 0","Name: Z Shahzad<br>With:: M.Crampes<br>Value: 0","Name: Z Shahzad<br>With:: PD.Jenkins<br>Value: 0","Name: Z Shahzad<br>With:: M.Ballenghien<br>Value: 0","Name: Z Shahzad<br>With:: B.Vacherie<br>Value: 0","Name: Z Shahzad<br>With:: J.Alassimone<br>Value: 1","Name: Z Shahzad<br>With:: Y.Moreau<br>Value: 0","Name: Z Shahzad<br>With:: D.Durand<br>Value: 0","Name: Z Shahzad<br>With:: D.Expert<br>Value: 0","Name: Z Shahzad<br>With:: F.Gosti<br>Value: 0","Name: Z Shahzad<br>With:: E.Douzery<br>Value: 0","Name: Z Shahzad<br>With:: S.Diser<br>Value: 0","Name: Z Shahzad<br>With:: JP.Doyon<br>Value: 0","Name: Z Shahzad<br>With:: V.Berry<br>Value: 0","Name: Z Shahzad<br>With:: V.Daubin<br>Value: 0","Name: Z Shahzad<br>With:: C.Scornavacca<br>Value: 0"],["Name: A Bateman<br>With:: S.Santoni<br>Value: 0","Name: A Bateman<br>With:: Y.Holtz<br>Value: 0","Name: A Bateman<br>With:: S.Gautier<br>Value: 0","Name: A Bateman<br>With:: J.David<br>Value: 0","Name: A Bateman<br>With:: G.Sarah<br>Value: 0","Name: A Bateman<br>With:: G.Poux<br>Value: 0","Name: A Bateman<br>With:: NO.Rode<br>Value: 0","Name: A Bateman<br>With:: P.Roumet<br>Value: 0","Name: A Bateman<br>With:: V.Viader<br>Value: 0","Name: A Bateman<br>With:: M.Ardisson<br>Value: 0","Name: A Bateman<br>With:: S.Glémin<br>Value: 0","Name: A Bateman<br>With:: K.Belkhir<br>Value: 0","Name: A Bateman<br>With:: N.Galtier<br>Value: 0","Name: A Bateman<br>With:: EJP.Douzery<br>Value: 0","Name: A Bateman<br>With:: F.Delsuc<br>Value: 0","Name: A Bateman<br>With:: J.Romiguier<br>Value: 0","Name: A Bateman<br>With:: B.Boussau<br>Value: 0","Name: A Bateman<br>With:: JY.Dutheil<br>Value: 0","Name: A Bateman<br>With:: JH.Wilson<br>Value: 0","Name: A Bateman<br>With:: F.Zhang<br>Value: 0","Name: A Bateman<br>With:: N.Chantret<br>Value: 0","Name: A Bateman<br>With:: G.Droc<br>Value: 0","Name: A Bateman<br>With:: F.De.Lamotte<br>Value: 0","Name: A Bateman<br>With:: A.Dereeper<br>Value: 0","Name: A Bateman<br>With:: N.Agudelo<br>Value: 0","Name: A Bateman<br>With:: JT.Boehm<br>Value: 0","Name: A Bateman<br>With:: J.Montmain<br>Value: 0","Name: A Bateman<br>With:: M.Crampes<br>Value: 0","Name: A Bateman<br>With:: PD.Jenkins<br>Value: 0","Name: A Bateman<br>With:: M.Ballenghien<br>Value: 0","Name: A Bateman<br>With:: B.Vacherie<br>Value: 0","Name: A Bateman<br>With:: J.Alassimone<br>Value: 0","Name: A Bateman<br>With:: Y.Moreau<br>Value: 1","Name: A Bateman<br>With:: D.Durand<br>Value: 1","Name: A Bateman<br>With:: D.Expert<br>Value: 0","Name: A Bateman<br>With:: F.Gosti<br>Value: 0","Name: A Bateman<br>With:: E.Douzery<br>Value: 0","Name: A Bateman<br>With:: S.Diser<br>Value: 0","Name: A Bateman<br>With:: JP.Doyon<br>Value: 0","Name: A Bateman<br>With:: V.Berry<br>Value: 0","Name: A Bateman<br>With:: V.Daubin<br>Value: 0","Name: A Bateman<br>With:: C.Scornavacca<br>Value: 0"],["Name: RF Murphy<br>With:: S.Santoni<br>Value: 0","Name: RF Murphy<br>With:: Y.Holtz<br>Value: 0","Name: RF Murphy<br>With:: S.Gautier<br>Value: 0","Name: RF Murphy<br>With:: J.David<br>Value: 0","Name: RF Murphy<br>With:: G.Sarah<br>Value: 0","Name: RF Murphy<br>With:: G.Poux<br>Value: 0","Name: RF Murphy<br>With:: NO.Rode<br>Value: 0","Name: RF Murphy<br>With:: P.Roumet<br>Value: 0","Name: RF Murphy<br>With:: V.Viader<br>Value: 0","Name: RF Murphy<br>With:: M.Ardisson<br>Value: 0","Name: RF Murphy<br>With:: S.Glémin<br>Value: 0","Name: RF Murphy<br>With:: K.Belkhir<br>Value: 0","Name: RF Murphy<br>With:: N.Galtier<br>Value: 0","Name: RF Murphy<br>With:: EJP.Douzery<br>Value: 0","Name: RF Murphy<br>With:: F.Delsuc<br>Value: 0","Name: RF Murphy<br>With:: J.Romiguier<br>Value: 0","Name: RF Murphy<br>With:: B.Boussau<br>Value: 0","Name: RF Murphy<br>With:: JY.Dutheil<br>Value: 0","Name: RF Murphy<br>With:: JH.Wilson<br>Value: 0","Name: RF Murphy<br>With:: F.Zhang<br>Value: 0","Name: RF Murphy<br>With:: N.Chantret<br>Value: 0","Name: RF Murphy<br>With:: G.Droc<br>Value: 0","Name: RF Murphy<br>With:: F.De.Lamotte<br>Value: 0","Name: RF Murphy<br>With:: A.Dereeper<br>Value: 0","Name: RF Murphy<br>With:: N.Agudelo<br>Value: 0","Name: RF Murphy<br>With:: JT.Boehm<br>Value: 0","Name: RF Murphy<br>With:: J.Montmain<br>Value: 0","Name: RF Murphy<br>With:: M.Crampes<br>Value: 0","Name: RF Murphy<br>With:: PD.Jenkins<br>Value: 0","Name: RF Murphy<br>With:: M.Ballenghien<br>Value: 0","Name: RF Murphy<br>With:: B.Vacherie<br>Value: 0","Name: RF Murphy<br>With:: J.Alassimone<br>Value: 0","Name: RF Murphy<br>With:: Y.Moreau<br>Value: 1","Name: RF Murphy<br>With:: D.Durand<br>Value: 1","Name: RF Murphy<br>With:: D.Expert<br>Value: 0","Name: RF Murphy<br>With:: F.Gosti<br>Value: 0","Name: RF Murphy<br>With:: E.Douzery<br>Value: 0","Name: RF Murphy<br>With:: S.Diser<br>Value: 0","Name: RF Murphy<br>With:: JP.Doyon<br>Value: 0","Name: RF Murphy<br>With:: V.Berry<br>Value: 0","Name: RF Murphy<br>With:: V.Daubin<br>Value: 0","Name: RF Murphy<br>With:: C.Scornavacca<br>Value: 0"],["Name: NNT Nguyen<br>With:: S.Santoni<br>Value: 0","Name: NNT Nguyen<br>With:: Y.Holtz<br>Value: 0","Name: NNT Nguyen<br>With:: S.Gautier<br>Value: 0","Name: NNT Nguyen<br>With:: J.David<br>Value: 0","Name: NNT Nguyen<br>With:: G.Sarah<br>Value: 0","Name: NNT Nguyen<br>With:: G.Poux<br>Value: 0","Name: NNT Nguyen<br>With:: NO.Rode<br>Value: 0","Name: NNT Nguyen<br>With:: P.Roumet<br>Value: 0","Name: NNT Nguyen<br>With:: V.Viader<br>Value: 0","Name: NNT Nguyen<br>With:: M.Ardisson<br>Value: 0","Name: NNT Nguyen<br>With:: S.Glémin<br>Value: 0","Name: NNT Nguyen<br>With:: K.Belkhir<br>Value: 0","Name: NNT Nguyen<br>With:: N.Galtier<br>Value: 0","Name: NNT Nguyen<br>With:: EJP.Douzery<br>Value: 0","Name: NNT Nguyen<br>With:: F.Delsuc<br>Value: 0","Name: NNT Nguyen<br>With:: J.Romiguier<br>Value: 0","Name: NNT Nguyen<br>With:: B.Boussau<br>Value: 0","Name: NNT Nguyen<br>With:: JY.Dutheil<br>Value: 0","Name: NNT Nguyen<br>With:: JH.Wilson<br>Value: 0","Name: NNT Nguyen<br>With:: F.Zhang<br>Value: 0","Name: NNT Nguyen<br>With:: N.Chantret<br>Value: 0","Name: NNT Nguyen<br>With:: G.Droc<br>Value: 0","Name: NNT Nguyen<br>With:: F.De.Lamotte<br>Value: 0","Name: NNT Nguyen<br>With:: A.Dereeper<br>Value: 0","Name: NNT Nguyen<br>With:: N.Agudelo<br>Value: 0","Name: NNT Nguyen<br>With:: JT.Boehm<br>Value: 0","Name: NNT Nguyen<br>With:: J.Montmain<br>Value: 0","Name: NNT Nguyen<br>With:: M.Crampes<br>Value: 0","Name: NNT Nguyen<br>With:: PD.Jenkins<br>Value: 0","Name: NNT Nguyen<br>With:: M.Ballenghien<br>Value: 0","Name: NNT Nguyen<br>With:: B.Vacherie<br>Value: 0","Name: NNT Nguyen<br>With:: J.Alassimone<br>Value: 0","Name: NNT Nguyen<br>With:: Y.Moreau<br>Value: 0","Name: NNT Nguyen<br>With:: D.Durand<br>Value: 0","Name: NNT Nguyen<br>With:: D.Expert<br>Value: 1","Name: NNT Nguyen<br>With:: F.Gosti<br>Value: 1","Name: NNT Nguyen<br>With:: E.Douzery<br>Value: 0","Name: NNT Nguyen<br>With:: S.Diser<br>Value: 0","Name: NNT Nguyen<br>With:: JP.Doyon<br>Value: 0","Name: NNT Nguyen<br>With:: V.Berry<br>Value: 0","Name: NNT Nguyen<br>With:: V.Daubin<br>Value: 0","Name: NNT Nguyen<br>With:: C.Scornavacca<br>Value: 0"],["Name: D Vile<br>With:: S.Santoni<br>Value: 0","Name: D Vile<br>With:: Y.Holtz<br>Value: 0","Name: D Vile<br>With:: S.Gautier<br>Value: 0","Name: D Vile<br>With:: J.David<br>Value: 0","Name: D Vile<br>With:: G.Sarah<br>Value: 0","Name: D Vile<br>With:: G.Poux<br>Value: 0","Name: D Vile<br>With:: NO.Rode<br>Value: 0","Name: D Vile<br>With:: P.Roumet<br>Value: 0","Name: D Vile<br>With:: V.Viader<br>Value: 0","Name: D Vile<br>With:: M.Ardisson<br>Value: 0","Name: D Vile<br>With:: S.Glémin<br>Value: 0","Name: D Vile<br>With:: K.Belkhir<br>Value: 0","Name: D Vile<br>With:: N.Galtier<br>Value: 0","Name: D Vile<br>With:: EJP.Douzery<br>Value: 0","Name: D Vile<br>With:: F.Delsuc<br>Value: 0","Name: D Vile<br>With:: J.Romiguier<br>Value: 0","Name: D Vile<br>With:: B.Boussau<br>Value: 0","Name: D Vile<br>With:: JY.Dutheil<br>Value: 0","Name: D Vile<br>With:: JH.Wilson<br>Value: 0","Name: D Vile<br>With:: F.Zhang<br>Value: 0","Name: D Vile<br>With:: N.Chantret<br>Value: 0","Name: D Vile<br>With:: G.Droc<br>Value: 0","Name: D Vile<br>With:: F.De.Lamotte<br>Value: 0","Name: D Vile<br>With:: A.Dereeper<br>Value: 0","Name: D Vile<br>With:: N.Agudelo<br>Value: 0","Name: D Vile<br>With:: JT.Boehm<br>Value: 0","Name: D Vile<br>With:: J.Montmain<br>Value: 0","Name: D Vile<br>With:: M.Crampes<br>Value: 0","Name: D Vile<br>With:: PD.Jenkins<br>Value: 0","Name: D Vile<br>With:: M.Ballenghien<br>Value: 0","Name: D Vile<br>With:: B.Vacherie<br>Value: 0","Name: D Vile<br>With:: J.Alassimone<br>Value: 0","Name: D Vile<br>With:: Y.Moreau<br>Value: 0","Name: D Vile<br>With:: D.Durand<br>Value: 0","Name: D Vile<br>With:: D.Expert<br>Value: 1","Name: D Vile<br>With:: F.Gosti<br>Value: 1","Name: D Vile<br>With:: E.Douzery<br>Value: 0","Name: D Vile<br>With:: S.Diser<br>Value: 0","Name: D Vile<br>With:: JP.Doyon<br>Value: 0","Name: D Vile<br>With:: V.Berry<br>Value: 0","Name: D Vile<br>With:: V.Daubin<br>Value: 0","Name: D Vile<br>With:: C.Scornavacca<br>Value: 0"],["Name: JY Yang<br>With:: S.Santoni<br>Value: 0","Name: JY Yang<br>With:: Y.Holtz<br>Value: 0","Name: JY Yang<br>With:: S.Gautier<br>Value: 0","Name: JY Yang<br>With:: J.David<br>Value: 0","Name: JY Yang<br>With:: G.Sarah<br>Value: 0","Name: JY Yang<br>With:: G.Poux<br>Value: 0","Name: JY Yang<br>With:: NO.Rode<br>Value: 0","Name: JY Yang<br>With:: P.Roumet<br>Value: 0","Name: JY Yang<br>With:: V.Viader<br>Value: 0","Name: JY Yang<br>With:: M.Ardisson<br>Value: 0","Name: JY Yang<br>With:: S.Glémin<br>Value: 0","Name: JY Yang<br>With:: K.Belkhir<br>Value: 0","Name: JY Yang<br>With:: N.Galtier<br>Value: 0","Name: JY Yang<br>With:: EJP.Douzery<br>Value: 0","Name: JY Yang<br>With:: F.Delsuc<br>Value: 0","Name: JY Yang<br>With:: J.Romiguier<br>Value: 0","Name: JY Yang<br>With:: B.Boussau<br>Value: 0","Name: JY Yang<br>With:: JY.Dutheil<br>Value: 0","Name: JY Yang<br>With:: JH.Wilson<br>Value: 0","Name: JY Yang<br>With:: F.Zhang<br>Value: 0","Name: JY Yang<br>With:: N.Chantret<br>Value: 0","Name: JY Yang<br>With:: G.Droc<br>Value: 0","Name: JY Yang<br>With:: F.De.Lamotte<br>Value: 0","Name: JY Yang<br>With:: A.Dereeper<br>Value: 0","Name: JY Yang<br>With:: N.Agudelo<br>Value: 1","Name: JY Yang<br>With:: JT.Boehm<br>Value: 1","Name: JY Yang<br>With:: J.Montmain<br>Value: 0","Name: JY Yang<br>With:: M.Crampes<br>Value: 0","Name: JY Yang<br>With:: PD.Jenkins<br>Value: 0","Name: JY Yang<br>With:: M.Ballenghien<br>Value: 0","Name: JY Yang<br>With:: B.Vacherie<br>Value: 0","Name: JY Yang<br>With:: J.Alassimone<br>Value: 0","Name: JY Yang<br>With:: Y.Moreau<br>Value: 0","Name: JY Yang<br>With:: D.Durand<br>Value: 0","Name: JY Yang<br>With:: D.Expert<br>Value: 0","Name: JY Yang<br>With:: F.Gosti<br>Value: 0","Name: JY Yang<br>With:: E.Douzery<br>Value: 0","Name: JY Yang<br>With:: S.Diser<br>Value: 0","Name: JY Yang<br>With:: JP.Doyon<br>Value: 0","Name: JY Yang<br>With:: V.Berry<br>Value: 0","Name: JY Yang<br>With:: V.Daubin<br>Value: 0","Name: JY Yang<br>With:: C.Scornavacca<br>Value: 0"],["Name: M Leray<br>With:: S.Santoni<br>Value: 0","Name: M Leray<br>With:: Y.Holtz<br>Value: 0","Name: M Leray<br>With:: S.Gautier<br>Value: 0","Name: M Leray<br>With:: J.David<br>Value: 0","Name: M Leray<br>With:: G.Sarah<br>Value: 0","Name: M Leray<br>With:: G.Poux<br>Value: 0","Name: M Leray<br>With:: NO.Rode<br>Value: 0","Name: M Leray<br>With:: P.Roumet<br>Value: 0","Name: M Leray<br>With:: V.Viader<br>Value: 0","Name: M Leray<br>With:: M.Ardisson<br>Value: 0","Name: M Leray<br>With:: S.Glémin<br>Value: 0","Name: M Leray<br>With:: K.Belkhir<br>Value: 0","Name: M Leray<br>With:: N.Galtier<br>Value: 0","Name: M Leray<br>With:: EJP.Douzery<br>Value: 0","Name: M Leray<br>With:: F.Delsuc<br>Value: 0","Name: M Leray<br>With:: J.Romiguier<br>Value: 0","Name: M Leray<br>With:: B.Boussau<br>Value: 0","Name: M Leray<br>With:: JY.Dutheil<br>Value: 0","Name: M Leray<br>With:: JH.Wilson<br>Value: 0","Name: M Leray<br>With:: F.Zhang<br>Value: 0","Name: M Leray<br>With:: N.Chantret<br>Value: 0","Name: M Leray<br>With:: G.Droc<br>Value: 0","Name: M Leray<br>With:: F.De.Lamotte<br>Value: 0","Name: M Leray<br>With:: A.Dereeper<br>Value: 0","Name: M Leray<br>With:: N.Agudelo<br>Value: 1","Name: M Leray<br>With:: JT.Boehm<br>Value: 1","Name: M Leray<br>With:: J.Montmain<br>Value: 0","Name: M Leray<br>With:: M.Crampes<br>Value: 0","Name: M Leray<br>With:: PD.Jenkins<br>Value: 0","Name: M Leray<br>With:: M.Ballenghien<br>Value: 0","Name: M Leray<br>With:: B.Vacherie<br>Value: 0","Name: M Leray<br>With:: J.Alassimone<br>Value: 0","Name: M Leray<br>With:: Y.Moreau<br>Value: 0","Name: M Leray<br>With:: D.Durand<br>Value: 0","Name: M Leray<br>With:: D.Expert<br>Value: 0","Name: M Leray<br>With:: F.Gosti<br>Value: 0","Name: M Leray<br>With:: E.Douzery<br>Value: 0","Name: M Leray<br>With:: S.Diser<br>Value: 0","Name: M Leray<br>With:: JP.Doyon<br>Value: 0","Name: M Leray<br>With:: V.Berry<br>Value: 0","Name: M Leray<br>With:: V.Daubin<br>Value: 0","Name: M Leray<br>With:: C.Scornavacca<br>Value: 0"],["Name: MF Sy<br>With:: S.Santoni<br>Value: 0","Name: MF Sy<br>With:: Y.Holtz<br>Value: 0","Name: MF Sy<br>With:: S.Gautier<br>Value: 0","Name: MF Sy<br>With:: J.David<br>Value: 0","Name: MF Sy<br>With:: G.Sarah<br>Value: 0","Name: MF Sy<br>With:: G.Poux<br>Value: 0","Name: MF Sy<br>With:: NO.Rode<br>Value: 0","Name: MF Sy<br>With:: P.Roumet<br>Value: 0","Name: MF Sy<br>With:: V.Viader<br>Value: 0","Name: MF Sy<br>With:: M.Ardisson<br>Value: 0","Name: MF Sy<br>With:: S.Glémin<br>Value: 0","Name: MF Sy<br>With:: K.Belkhir<br>Value: 0","Name: MF Sy<br>With:: N.Galtier<br>Value: 0","Name: MF Sy<br>With:: EJP.Douzery<br>Value: 0","Name: MF Sy<br>With:: F.Delsuc<br>Value: 0","Name: MF Sy<br>With:: J.Romiguier<br>Value: 0","Name: MF Sy<br>With:: B.Boussau<br>Value: 0","Name: MF Sy<br>With:: JY.Dutheil<br>Value: 0","Name: MF Sy<br>With:: JH.Wilson<br>Value: 0","Name: MF Sy<br>With:: F.Zhang<br>Value: 0","Name: MF Sy<br>With:: N.Chantret<br>Value: 0","Name: MF Sy<br>With:: G.Droc<br>Value: 0","Name: MF Sy<br>With:: F.De.Lamotte<br>Value: 0","Name: MF Sy<br>With:: A.Dereeper<br>Value: 0","Name: MF Sy<br>With:: N.Agudelo<br>Value: 0","Name: MF Sy<br>With:: JT.Boehm<br>Value: 0","Name: MF Sy<br>With:: J.Montmain<br>Value: 1","Name: MF Sy<br>With:: M.Crampes<br>Value: 1","Name: MF Sy<br>With:: PD.Jenkins<br>Value: 0","Name: MF Sy<br>With:: M.Ballenghien<br>Value: 0","Name: MF Sy<br>With:: B.Vacherie<br>Value: 0","Name: MF Sy<br>With:: J.Alassimone<br>Value: 0","Name: MF Sy<br>With:: Y.Moreau<br>Value: 0","Name: MF Sy<br>With:: D.Durand<br>Value: 0","Name: MF Sy<br>With:: D.Expert<br>Value: 0","Name: MF Sy<br>With:: F.Gosti<br>Value: 0","Name: MF Sy<br>With:: E.Douzery<br>Value: 0","Name: MF Sy<br>With:: S.Diser<br>Value: 0","Name: MF Sy<br>With:: JP.Doyon<br>Value: 0","Name: MF Sy<br>With:: V.Berry<br>Value: 0","Name: MF Sy<br>With:: V.Daubin<br>Value: 0","Name: MF Sy<br>With:: C.Scornavacca<br>Value: 0"],["Name: S Bocs<br>With:: S.Santoni<br>Value: 0","Name: S Bocs<br>With:: Y.Holtz<br>Value: 0","Name: S Bocs<br>With:: S.Gautier<br>Value: 0","Name: S Bocs<br>With:: J.David<br>Value: 0","Name: S Bocs<br>With:: G.Sarah<br>Value: 0","Name: S Bocs<br>With:: G.Poux<br>Value: 0","Name: S Bocs<br>With:: NO.Rode<br>Value: 0","Name: S Bocs<br>With:: P.Roumet<br>Value: 0","Name: S Bocs<br>With:: V.Viader<br>Value: 0","Name: S Bocs<br>With:: M.Ardisson<br>Value: 0","Name: S Bocs<br>With:: S.Glémin<br>Value: 0","Name: S Bocs<br>With:: K.Belkhir<br>Value: 0","Name: S Bocs<br>With:: N.Galtier<br>Value: 0","Name: S Bocs<br>With:: EJP.Douzery<br>Value: 0","Name: S Bocs<br>With:: F.Delsuc<br>Value: 0","Name: S Bocs<br>With:: J.Romiguier<br>Value: 0","Name: S Bocs<br>With:: B.Boussau<br>Value: 0","Name: S Bocs<br>With:: JY.Dutheil<br>Value: 0","Name: S Bocs<br>With:: JH.Wilson<br>Value: 0","Name: S Bocs<br>With:: F.Zhang<br>Value: 0","Name: S Bocs<br>With:: N.Chantret<br>Value: 0","Name: S Bocs<br>With:: G.Droc<br>Value: 1","Name: S Bocs<br>With:: F.De.Lamotte<br>Value: 1","Name: S Bocs<br>With:: A.Dereeper<br>Value: 1","Name: S Bocs<br>With:: N.Agudelo<br>Value: 0","Name: S Bocs<br>With:: JT.Boehm<br>Value: 0","Name: S Bocs<br>With:: J.Montmain<br>Value: 0","Name: S Bocs<br>With:: M.Crampes<br>Value: 0","Name: S Bocs<br>With:: PD.Jenkins<br>Value: 0","Name: S Bocs<br>With:: M.Ballenghien<br>Value: 0","Name: S Bocs<br>With:: B.Vacherie<br>Value: 0","Name: S Bocs<br>With:: J.Alassimone<br>Value: 0","Name: S Bocs<br>With:: Y.Moreau<br>Value: 0","Name: S Bocs<br>With:: D.Durand<br>Value: 0","Name: S Bocs<br>With:: D.Expert<br>Value: 0","Name: S Bocs<br>With:: F.Gosti<br>Value: 0","Name: S Bocs<br>With:: E.Douzery<br>Value: 0","Name: S Bocs<br>With:: S.Diser<br>Value: 0","Name: S Bocs<br>With:: JP.Doyon<br>Value: 0","Name: S Bocs<br>With:: V.Berry<br>Value: 0","Name: S Bocs<br>With:: V.Daubin<br>Value: 0","Name: S Bocs<br>With:: C.Scornavacca<br>Value: 0"],["Name: FC Baurens<br>With:: S.Santoni<br>Value: 0","Name: FC Baurens<br>With:: Y.Holtz<br>Value: 0","Name: FC Baurens<br>With:: S.Gautier<br>Value: 0","Name: FC Baurens<br>With:: J.David<br>Value: 0","Name: FC Baurens<br>With:: G.Sarah<br>Value: 0","Name: FC Baurens<br>With:: G.Poux<br>Value: 0","Name: FC Baurens<br>With:: NO.Rode<br>Value: 0","Name: FC Baurens<br>With:: P.Roumet<br>Value: 0","Name: FC Baurens<br>With:: V.Viader<br>Value: 0","Name: FC Baurens<br>With:: M.Ardisson<br>Value: 0","Name: FC Baurens<br>With:: S.Glémin<br>Value: 0","Name: FC Baurens<br>With:: K.Belkhir<br>Value: 0","Name: FC Baurens<br>With:: N.Galtier<br>Value: 0","Name: FC Baurens<br>With:: EJP.Douzery<br>Value: 0","Name: FC Baurens<br>With:: F.Delsuc<br>Value: 0","Name: FC Baurens<br>With:: J.Romiguier<br>Value: 0","Name: FC Baurens<br>With:: B.Boussau<br>Value: 0","Name: FC Baurens<br>With:: JY.Dutheil<br>Value: 0","Name: FC Baurens<br>With:: JH.Wilson<br>Value: 0","Name: FC Baurens<br>With:: F.Zhang<br>Value: 0","Name: FC Baurens<br>With:: N.Chantret<br>Value: 0","Name: FC Baurens<br>With:: G.Droc<br>Value: 1","Name: FC Baurens<br>With:: F.De.Lamotte<br>Value: 1","Name: FC Baurens<br>With:: A.Dereeper<br>Value: 1","Name: FC Baurens<br>With:: N.Agudelo<br>Value: 0","Name: FC Baurens<br>With:: JT.Boehm<br>Value: 0","Name: FC Baurens<br>With:: J.Montmain<br>Value: 0","Name: FC Baurens<br>With:: M.Crampes<br>Value: 0","Name: FC Baurens<br>With:: PD.Jenkins<br>Value: 0","Name: FC Baurens<br>With:: M.Ballenghien<br>Value: 0","Name: FC Baurens<br>With:: B.Vacherie<br>Value: 0","Name: FC Baurens<br>With:: J.Alassimone<br>Value: 0","Name: FC Baurens<br>With:: Y.Moreau<br>Value: 0","Name: FC Baurens<br>With:: D.Durand<br>Value: 0","Name: FC Baurens<br>With:: D.Expert<br>Value: 0","Name: FC Baurens<br>With:: F.Gosti<br>Value: 0","Name: FC Baurens<br>With:: E.Douzery<br>Value: 0","Name: FC Baurens<br>With:: S.Diser<br>Value: 0","Name: FC Baurens<br>With:: JP.Doyon<br>Value: 0","Name: FC Baurens<br>With:: V.Berry<br>Value: 0","Name: FC Baurens<br>With:: V.Daubin<br>Value: 0","Name: FC Baurens<br>With:: C.Scornavacca<br>Value: 0"],["Name: A Armero<br>With:: S.Santoni<br>Value: 0","Name: A Armero<br>With:: Y.Holtz<br>Value: 0","Name: A Armero<br>With:: S.Gautier<br>Value: 0","Name: A Armero<br>With:: J.David<br>Value: 0","Name: A Armero<br>With:: G.Sarah<br>Value: 0","Name: A Armero<br>With:: G.Poux<br>Value: 0","Name: A Armero<br>With:: NO.Rode<br>Value: 0","Name: A Armero<br>With:: P.Roumet<br>Value: 0","Name: A Armero<br>With:: V.Viader<br>Value: 0","Name: A Armero<br>With:: M.Ardisson<br>Value: 0","Name: A Armero<br>With:: S.Glémin<br>Value: 0","Name: A Armero<br>With:: K.Belkhir<br>Value: 0","Name: A Armero<br>With:: N.Galtier<br>Value: 0","Name: A Armero<br>With:: EJP.Douzery<br>Value: 0","Name: A Armero<br>With:: F.Delsuc<br>Value: 0","Name: A Armero<br>With:: J.Romiguier<br>Value: 0","Name: A Armero<br>With:: B.Boussau<br>Value: 0","Name: A Armero<br>With:: JY.Dutheil<br>Value: 0","Name: A Armero<br>With:: JH.Wilson<br>Value: 0","Name: A Armero<br>With:: F.Zhang<br>Value: 0","Name: A Armero<br>With:: N.Chantret<br>Value: 0","Name: A Armero<br>With:: G.Droc<br>Value: 1","Name: A Armero<br>With:: F.De.Lamotte<br>Value: 1","Name: A Armero<br>With:: A.Dereeper<br>Value: 1","Name: A Armero<br>With:: N.Agudelo<br>Value: 0","Name: A Armero<br>With:: JT.Boehm<br>Value: 0","Name: A Armero<br>With:: J.Montmain<br>Value: 0","Name: A Armero<br>With:: M.Crampes<br>Value: 0","Name: A Armero<br>With:: PD.Jenkins<br>Value: 0","Name: A Armero<br>With:: M.Ballenghien<br>Value: 0","Name: A Armero<br>With:: B.Vacherie<br>Value: 0","Name: A Armero<br>With:: J.Alassimone<br>Value: 0","Name: A Armero<br>With:: Y.Moreau<br>Value: 0","Name: A Armero<br>With:: D.Durand<br>Value: 0","Name: A Armero<br>With:: D.Expert<br>Value: 0","Name: A Armero<br>With:: F.Gosti<br>Value: 0","Name: A Armero<br>With:: E.Douzery<br>Value: 0","Name: A Armero<br>With:: S.Diser<br>Value: 0","Name: A Armero<br>With:: JP.Doyon<br>Value: 0","Name: A Armero<br>With:: V.Berry<br>Value: 0","Name: A Armero<br>With:: V.Daubin<br>Value: 0","Name: A Armero<br>With:: C.Scornavacca<br>Value: 0"],["Name: P Roumet<br>With:: S.Santoni<br>Value: 1","Name: P Roumet<br>With:: Y.Holtz<br>Value: 1","Name: P Roumet<br>With:: S.Gautier<br>Value: 1","Name: P Roumet<br>With:: J.David<br>Value: 0","Name: P Roumet<br>With:: G.Sarah<br>Value: 0","Name: P Roumet<br>With:: G.Poux<br>Value: 0","Name: P Roumet<br>With:: NO.Rode<br>Value: 0","Name: P Roumet<br>With:: P.Roumet<br>Value: 0","Name: P Roumet<br>With:: V.Viader<br>Value: 1","Name: P Roumet<br>With:: M.Ardisson<br>Value: 0","Name: P Roumet<br>With:: S.Glémin<br>Value: 0","Name: P Roumet<br>With:: K.Belkhir<br>Value: 0","Name: P Roumet<br>With:: N.Galtier<br>Value: 0","Name: P Roumet<br>With:: EJP.Douzery<br>Value: 0","Name: P Roumet<br>With:: F.Delsuc<br>Value: 0","Name: P Roumet<br>With:: J.Romiguier<br>Value: 0","Name: P Roumet<br>With:: B.Boussau<br>Value: 0","Name: P Roumet<br>With:: JY.Dutheil<br>Value: 0","Name: P Roumet<br>With:: JH.Wilson<br>Value: 0","Name: P Roumet<br>With:: F.Zhang<br>Value: 0","Name: P Roumet<br>With:: N.Chantret<br>Value: 0","Name: P Roumet<br>With:: G.Droc<br>Value: 0","Name: P Roumet<br>With:: F.De.Lamotte<br>Value: 0","Name: P Roumet<br>With:: A.Dereeper<br>Value: 0","Name: P Roumet<br>With:: N.Agudelo<br>Value: 0","Name: P Roumet<br>With:: JT.Boehm<br>Value: 0","Name: P Roumet<br>With:: J.Montmain<br>Value: 0","Name: P Roumet<br>With:: M.Crampes<br>Value: 0","Name: P Roumet<br>With:: PD.Jenkins<br>Value: 0","Name: P Roumet<br>With:: M.Ballenghien<br>Value: 0","Name: P Roumet<br>With:: B.Vacherie<br>Value: 0","Name: P Roumet<br>With:: J.Alassimone<br>Value: 0","Name: P Roumet<br>With:: Y.Moreau<br>Value: 0","Name: P Roumet<br>With:: D.Durand<br>Value: 0","Name: P Roumet<br>With:: D.Expert<br>Value: 0","Name: P Roumet<br>With:: F.Gosti<br>Value: 0","Name: P Roumet<br>With:: E.Douzery<br>Value: 0","Name: P Roumet<br>With:: S.Diser<br>Value: 0","Name: P Roumet<br>With:: JP.Doyon<br>Value: 0","Name: P Roumet<br>With:: V.Berry<br>Value: 0","Name: P Roumet<br>With:: V.Daubin<br>Value: 0","Name: P Roumet<br>With:: C.Scornavacca<br>Value: 0"],["Name: JL David<br>With:: S.Santoni<br>Value: 1","Name: JL David<br>With:: Y.Holtz<br>Value: 1","Name: JL David<br>With:: S.Gautier<br>Value: 1","Name: JL David<br>With:: J.David<br>Value: 0","Name: JL David<br>With:: G.Sarah<br>Value: 0","Name: JL David<br>With:: G.Poux<br>Value: 0","Name: JL David<br>With:: NO.Rode<br>Value: 0","Name: JL David<br>With:: P.Roumet<br>Value: 1","Name: JL David<br>With:: V.Viader<br>Value: 0","Name: JL David<br>With:: M.Ardisson<br>Value: 0","Name: JL David<br>With:: S.Glémin<br>Value: 0","Name: JL David<br>With:: K.Belkhir<br>Value: 0","Name: JL David<br>With:: N.Galtier<br>Value: 0","Name: JL David<br>With:: EJP.Douzery<br>Value: 0","Name: JL David<br>With:: F.Delsuc<br>Value: 0","Name: JL David<br>With:: J.Romiguier<br>Value: 0","Name: JL David<br>With:: B.Boussau<br>Value: 0","Name: JL David<br>With:: JY.Dutheil<br>Value: 0","Name: JL David<br>With:: JH.Wilson<br>Value: 0","Name: JL David<br>With:: F.Zhang<br>Value: 0","Name: JL David<br>With:: N.Chantret<br>Value: 0","Name: JL David<br>With:: G.Droc<br>Value: 0","Name: JL David<br>With:: F.De.Lamotte<br>Value: 0","Name: JL David<br>With:: A.Dereeper<br>Value: 0","Name: JL David<br>With:: N.Agudelo<br>Value: 0","Name: JL David<br>With:: JT.Boehm<br>Value: 0","Name: JL David<br>With:: J.Montmain<br>Value: 0","Name: JL David<br>With:: M.Crampes<br>Value: 0","Name: JL David<br>With:: PD.Jenkins<br>Value: 0","Name: JL David<br>With:: M.Ballenghien<br>Value: 0","Name: JL David<br>With:: B.Vacherie<br>Value: 0","Name: JL David<br>With:: J.Alassimone<br>Value: 0","Name: JL David<br>With:: Y.Moreau<br>Value: 0","Name: JL David<br>With:: D.Durand<br>Value: 0","Name: JL David<br>With:: D.Expert<br>Value: 0","Name: JL David<br>With:: F.Gosti<br>Value: 0","Name: JL David<br>With:: E.Douzery<br>Value: 0","Name: JL David<br>With:: S.Diser<br>Value: 0","Name: JL David<br>With:: JP.Doyon<br>Value: 0","Name: JL David<br>With:: V.Berry<br>Value: 0","Name: JL David<br>With:: V.Daubin<br>Value: 0","Name: JL David<br>With:: C.Scornavacca<br>Value: 0"],["Name: M Tavaud<br>With:: S.Santoni<br>Value: 1","Name: M Tavaud<br>With:: Y.Holtz<br>Value: 1","Name: M Tavaud<br>With:: S.Gautier<br>Value: 1","Name: M Tavaud<br>With:: J.David<br>Value: 0","Name: M Tavaud<br>With:: G.Sarah<br>Value: 0","Name: M Tavaud<br>With:: G.Poux<br>Value: 0","Name: M Tavaud<br>With:: NO.Rode<br>Value: 0","Name: M Tavaud<br>With:: P.Roumet<br>Value: 1","Name: M Tavaud<br>With:: V.Viader<br>Value: 0","Name: M Tavaud<br>With:: M.Ardisson<br>Value: 0","Name: M Tavaud<br>With:: S.Glémin<br>Value: 0","Name: M Tavaud<br>With:: K.Belkhir<br>Value: 0","Name: M Tavaud<br>With:: N.Galtier<br>Value: 0","Name: M Tavaud<br>With:: EJP.Douzery<br>Value: 0","Name: M Tavaud<br>With:: F.Delsuc<br>Value: 0","Name: M Tavaud<br>With:: J.Romiguier<br>Value: 0","Name: M Tavaud<br>With:: B.Boussau<br>Value: 0","Name: M Tavaud<br>With:: JY.Dutheil<br>Value: 0","Name: M Tavaud<br>With:: JH.Wilson<br>Value: 0","Name: M Tavaud<br>With:: F.Zhang<br>Value: 0","Name: M Tavaud<br>With:: N.Chantret<br>Value: 0","Name: M Tavaud<br>With:: G.Droc<br>Value: 0","Name: M Tavaud<br>With:: F.De.Lamotte<br>Value: 0","Name: M Tavaud<br>With:: A.Dereeper<br>Value: 0","Name: M Tavaud<br>With:: N.Agudelo<br>Value: 0","Name: M Tavaud<br>With:: JT.Boehm<br>Value: 0","Name: M Tavaud<br>With:: J.Montmain<br>Value: 0","Name: M Tavaud<br>With:: M.Crampes<br>Value: 0","Name: M Tavaud<br>With:: PD.Jenkins<br>Value: 0","Name: M Tavaud<br>With:: M.Ballenghien<br>Value: 0","Name: M Tavaud<br>With:: B.Vacherie<br>Value: 0","Name: M Tavaud<br>With:: J.Alassimone<br>Value: 0","Name: M Tavaud<br>With:: Y.Moreau<br>Value: 0","Name: M Tavaud<br>With:: D.Durand<br>Value: 0","Name: M Tavaud<br>With:: D.Expert<br>Value: 0","Name: M Tavaud<br>With:: F.Gosti<br>Value: 0","Name: M Tavaud<br>With:: E.Douzery<br>Value: 0","Name: M Tavaud<br>With:: S.Diser<br>Value: 0","Name: M Tavaud<br>With:: JP.Doyon<br>Value: 0","Name: M Tavaud<br>With:: V.Berry<br>Value: 0","Name: M Tavaud<br>With:: V.Daubin<br>Value: 0","Name: M Tavaud<br>With:: C.Scornavacca<br>Value: 0"],["Name: A Besnard<br>With:: S.Santoni<br>Value: 0","Name: A Besnard<br>With:: Y.Holtz<br>Value: 0","Name: A Besnard<br>With:: S.Gautier<br>Value: 0","Name: A Besnard<br>With:: J.David<br>Value: 0","Name: A Besnard<br>With:: G.Sarah<br>Value: 0","Name: A Besnard<br>With:: G.Poux<br>Value: 1","Name: A Besnard<br>With:: NO.Rode<br>Value: 0","Name: A Besnard<br>With:: P.Roumet<br>Value: 1","Name: A Besnard<br>With:: V.Viader<br>Value: 1","Name: A Besnard<br>With:: M.Ardisson<br>Value: 0","Name: A Besnard<br>With:: S.Glémin<br>Value: 0","Name: A Besnard<br>With:: K.Belkhir<br>Value: 0","Name: A Besnard<br>With:: N.Galtier<br>Value: 0","Name: A Besnard<br>With:: EJP.Douzery<br>Value: 0","Name: A Besnard<br>With:: F.Delsuc<br>Value: 0","Name: A Besnard<br>With:: J.Romiguier<br>Value: 0","Name: A Besnard<br>With:: B.Boussau<br>Value: 0","Name: A Besnard<br>With:: JY.Dutheil<br>Value: 0","Name: A Besnard<br>With:: JH.Wilson<br>Value: 0","Name: A Besnard<br>With:: F.Zhang<br>Value: 0","Name: A Besnard<br>With:: N.Chantret<br>Value: 0","Name: A Besnard<br>With:: G.Droc<br>Value: 0","Name: A Besnard<br>With:: F.De.Lamotte<br>Value: 0","Name: A Besnard<br>With:: A.Dereeper<br>Value: 0","Name: A Besnard<br>With:: N.Agudelo<br>Value: 0","Name: A Besnard<br>With:: JT.Boehm<br>Value: 0","Name: A Besnard<br>With:: J.Montmain<br>Value: 0","Name: A Besnard<br>With:: M.Crampes<br>Value: 0","Name: A Besnard<br>With:: PD.Jenkins<br>Value: 0","Name: A Besnard<br>With:: M.Ballenghien<br>Value: 0","Name: A Besnard<br>With:: B.Vacherie<br>Value: 0","Name: A Besnard<br>With:: J.Alassimone<br>Value: 0","Name: A Besnard<br>With:: Y.Moreau<br>Value: 0","Name: A Besnard<br>With:: D.Durand<br>Value: 0","Name: A Besnard<br>With:: D.Expert<br>Value: 0","Name: A Besnard<br>With:: F.Gosti<br>Value: 0","Name: A Besnard<br>With:: E.Douzery<br>Value: 0","Name: A Besnard<br>With:: S.Diser<br>Value: 0","Name: A Besnard<br>With:: JP.Doyon<br>Value: 0","Name: A Besnard<br>With:: V.Berry<br>Value: 0","Name: A Besnard<br>With:: V.Daubin<br>Value: 0","Name: A Besnard<br>With:: C.Scornavacca<br>Value: 0"],["Name: M Bonnefoy<br>With:: S.Santoni<br>Value: 0","Name: M Bonnefoy<br>With:: Y.Holtz<br>Value: 0","Name: M Bonnefoy<br>With:: S.Gautier<br>Value: 0","Name: M Bonnefoy<br>With:: J.David<br>Value: 0","Name: M Bonnefoy<br>With:: G.Sarah<br>Value: 0","Name: M Bonnefoy<br>With:: G.Poux<br>Value: 1","Name: M Bonnefoy<br>With:: NO.Rode<br>Value: 1","Name: M Bonnefoy<br>With:: P.Roumet<br>Value: 1","Name: M Bonnefoy<br>With:: V.Viader<br>Value: 1","Name: M Bonnefoy<br>With:: M.Ardisson<br>Value: 1","Name: M Bonnefoy<br>With:: S.Glémin<br>Value: 0","Name: M Bonnefoy<br>With:: K.Belkhir<br>Value: 0","Name: M Bonnefoy<br>With:: N.Galtier<br>Value: 0","Name: M Bonnefoy<br>With:: EJP.Douzery<br>Value: 0","Name: M Bonnefoy<br>With:: F.Delsuc<br>Value: 0","Name: M Bonnefoy<br>With:: J.Romiguier<br>Value: 0","Name: M Bonnefoy<br>With:: B.Boussau<br>Value: 0","Name: M Bonnefoy<br>With:: JY.Dutheil<br>Value: 0","Name: M Bonnefoy<br>With:: JH.Wilson<br>Value: 0","Name: M Bonnefoy<br>With:: F.Zhang<br>Value: 0","Name: M Bonnefoy<br>With:: N.Chantret<br>Value: 0","Name: M Bonnefoy<br>With:: G.Droc<br>Value: 0","Name: M Bonnefoy<br>With:: F.De.Lamotte<br>Value: 0","Name: M Bonnefoy<br>With:: A.Dereeper<br>Value: 0","Name: M Bonnefoy<br>With:: N.Agudelo<br>Value: 0","Name: M Bonnefoy<br>With:: JT.Boehm<br>Value: 0","Name: M Bonnefoy<br>With:: J.Montmain<br>Value: 0","Name: M Bonnefoy<br>With:: M.Crampes<br>Value: 0","Name: M Bonnefoy<br>With:: PD.Jenkins<br>Value: 0","Name: M Bonnefoy<br>With:: M.Ballenghien<br>Value: 0","Name: M Bonnefoy<br>With:: B.Vacherie<br>Value: 0","Name: M Bonnefoy<br>With:: J.Alassimone<br>Value: 0","Name: M Bonnefoy<br>With:: Y.Moreau<br>Value: 0","Name: M Bonnefoy<br>With:: D.Durand<br>Value: 0","Name: M Bonnefoy<br>With:: D.Expert<br>Value: 0","Name: M Bonnefoy<br>With:: F.Gosti<br>Value: 0","Name: M Bonnefoy<br>With:: E.Douzery<br>Value: 0","Name: M Bonnefoy<br>With:: S.Diser<br>Value: 0","Name: M Bonnefoy<br>With:: JP.Doyon<br>Value: 0","Name: M Bonnefoy<br>With:: V.Berry<br>Value: 0","Name: M Bonnefoy<br>With:: V.Daubin<br>Value: 0","Name: M Bonnefoy<br>With:: C.Scornavacca<br>Value: 0"],["Name: V Viader<br>With:: S.Santoni<br>Value: 0","Name: V Viader<br>With:: Y.Holtz<br>Value: 0","Name: V Viader<br>With:: S.Gautier<br>Value: 0","Name: V Viader<br>With:: J.David<br>Value: 0","Name: V Viader<br>With:: G.Sarah<br>Value: 0","Name: V Viader<br>With:: G.Poux<br>Value: 1","Name: V Viader<br>With:: NO.Rode<br>Value: 1","Name: V Viader<br>With:: P.Roumet<br>Value: 1","Name: V Viader<br>With:: V.Viader<br>Value: 0","Name: V Viader<br>With:: M.Ardisson<br>Value: 1","Name: V Viader<br>With:: S.Glémin<br>Value: 0","Name: V Viader<br>With:: K.Belkhir<br>Value: 0","Name: V Viader<br>With:: N.Galtier<br>Value: 0","Name: V Viader<br>With:: EJP.Douzery<br>Value: 0","Name: V Viader<br>With:: F.Delsuc<br>Value: 0","Name: V Viader<br>With:: J.Romiguier<br>Value: 0","Name: V Viader<br>With:: B.Boussau<br>Value: 0","Name: V Viader<br>With:: JY.Dutheil<br>Value: 0","Name: V Viader<br>With:: JH.Wilson<br>Value: 0","Name: V Viader<br>With:: F.Zhang<br>Value: 0","Name: V Viader<br>With:: N.Chantret<br>Value: 0","Name: V Viader<br>With:: G.Droc<br>Value: 0","Name: V Viader<br>With:: F.De.Lamotte<br>Value: 0","Name: V Viader<br>With:: A.Dereeper<br>Value: 0","Name: V Viader<br>With:: N.Agudelo<br>Value: 0","Name: V Viader<br>With:: JT.Boehm<br>Value: 0","Name: V Viader<br>With:: J.Montmain<br>Value: 0","Name: V Viader<br>With:: M.Crampes<br>Value: 0","Name: V Viader<br>With:: PD.Jenkins<br>Value: 0","Name: V Viader<br>With:: M.Ballenghien<br>Value: 0","Name: V Viader<br>With:: B.Vacherie<br>Value: 0","Name: V Viader<br>With:: J.Alassimone<br>Value: 0","Name: V Viader<br>With:: Y.Moreau<br>Value: 0","Name: V Viader<br>With:: D.Durand<br>Value: 0","Name: V Viader<br>With:: D.Expert<br>Value: 0","Name: V Viader<br>With:: F.Gosti<br>Value: 0","Name: V Viader<br>With:: E.Douzery<br>Value: 0","Name: V Viader<br>With:: S.Diser<br>Value: 0","Name: V Viader<br>With:: JP.Doyon<br>Value: 0","Name: V Viader<br>With:: V.Berry<br>Value: 0","Name: V Viader<br>With:: V.Daubin<br>Value: 0","Name: V Viader<br>With:: C.Scornavacca<br>Value: 0"],["Name: Y Holtz<br>With:: S.Santoni<br>Value: 1","Name: Y Holtz<br>With:: Y.Holtz<br>Value: 0","Name: Y Holtz<br>With:: S.Gautier<br>Value: 0","Name: Y Holtz<br>With:: J.David<br>Value: 0","Name: Y Holtz<br>With:: G.Sarah<br>Value: 1","Name: Y Holtz<br>With:: G.Poux<br>Value: 1","Name: Y Holtz<br>With:: NO.Rode<br>Value: 1","Name: Y Holtz<br>With:: P.Roumet<br>Value: 1","Name: Y Holtz<br>With:: V.Viader<br>Value: 1","Name: Y Holtz<br>With:: M.Ardisson<br>Value: 1","Name: Y Holtz<br>With:: S.Glémin<br>Value: 1","Name: Y Holtz<br>With:: K.Belkhir<br>Value: 0","Name: Y Holtz<br>With:: N.Galtier<br>Value: 0","Name: Y Holtz<br>With:: EJP.Douzery<br>Value: 0","Name: Y Holtz<br>With:: F.Delsuc<br>Value: 0","Name: Y Holtz<br>With:: J.Romiguier<br>Value: 0","Name: Y Holtz<br>With:: B.Boussau<br>Value: 0","Name: Y Holtz<br>With:: JY.Dutheil<br>Value: 0","Name: Y Holtz<br>With:: JH.Wilson<br>Value: 0","Name: Y Holtz<br>With:: F.Zhang<br>Value: 0","Name: Y Holtz<br>With:: N.Chantret<br>Value: 0","Name: Y Holtz<br>With:: G.Droc<br>Value: 0","Name: Y Holtz<br>With:: F.De.Lamotte<br>Value: 0","Name: Y Holtz<br>With:: A.Dereeper<br>Value: 0","Name: Y Holtz<br>With:: N.Agudelo<br>Value: 0","Name: Y Holtz<br>With:: JT.Boehm<br>Value: 0","Name: Y Holtz<br>With:: J.Montmain<br>Value: 0","Name: Y Holtz<br>With:: M.Crampes<br>Value: 0","Name: Y Holtz<br>With:: PD.Jenkins<br>Value: 0","Name: Y Holtz<br>With:: M.Ballenghien<br>Value: 0","Name: Y Holtz<br>With:: B.Vacherie<br>Value: 0","Name: Y Holtz<br>With:: J.Alassimone<br>Value: 0","Name: Y Holtz<br>With:: Y.Moreau<br>Value: 0","Name: Y Holtz<br>With:: D.Durand<br>Value: 0","Name: Y Holtz<br>With:: D.Expert<br>Value: 0","Name: Y Holtz<br>With:: F.Gosti<br>Value: 0","Name: Y Holtz<br>With:: E.Douzery<br>Value: 0","Name: Y Holtz<br>With:: S.Diser<br>Value: 0","Name: Y Holtz<br>With:: JP.Doyon<br>Value: 0","Name: Y Holtz<br>With:: V.Berry<br>Value: 0","Name: Y Holtz<br>With:: V.Daubin<br>Value: 0","Name: Y Holtz<br>With:: C.Scornavacca<br>Value: 0"],["Name: M Ardisson<br>With:: S.Santoni<br>Value: 1","Name: M Ardisson<br>With:: Y.Holtz<br>Value: 0","Name: M Ardisson<br>With:: S.Gautier<br>Value: 0","Name: M Ardisson<br>With:: J.David<br>Value: 1","Name: M Ardisson<br>With:: G.Sarah<br>Value: 1","Name: M Ardisson<br>With:: G.Poux<br>Value: 1","Name: M Ardisson<br>With:: NO.Rode<br>Value: 1","Name: M Ardisson<br>With:: P.Roumet<br>Value: 1","Name: M Ardisson<br>With:: V.Viader<br>Value: 1","Name: M Ardisson<br>With:: M.Ardisson<br>Value: 0","Name: M Ardisson<br>With:: S.Glémin<br>Value: 1","Name: M Ardisson<br>With:: K.Belkhir<br>Value: 0","Name: M Ardisson<br>With:: N.Galtier<br>Value: 0","Name: M Ardisson<br>With:: EJP.Douzery<br>Value: 0","Name: M Ardisson<br>With:: F.Delsuc<br>Value: 0","Name: M Ardisson<br>With:: J.Romiguier<br>Value: 0","Name: M Ardisson<br>With:: B.Boussau<br>Value: 0","Name: M Ardisson<br>With:: JY.Dutheil<br>Value: 0","Name: M Ardisson<br>With:: JH.Wilson<br>Value: 0","Name: M Ardisson<br>With:: F.Zhang<br>Value: 0","Name: M Ardisson<br>With:: N.Chantret<br>Value: 0","Name: M Ardisson<br>With:: G.Droc<br>Value: 0","Name: M Ardisson<br>With:: F.De.Lamotte<br>Value: 0","Name: M Ardisson<br>With:: A.Dereeper<br>Value: 0","Name: M Ardisson<br>With:: N.Agudelo<br>Value: 0","Name: M Ardisson<br>With:: JT.Boehm<br>Value: 0","Name: M Ardisson<br>With:: J.Montmain<br>Value: 0","Name: M Ardisson<br>With:: M.Crampes<br>Value: 0","Name: M Ardisson<br>With:: PD.Jenkins<br>Value: 0","Name: M Ardisson<br>With:: M.Ballenghien<br>Value: 0","Name: M Ardisson<br>With:: B.Vacherie<br>Value: 0","Name: M Ardisson<br>With:: J.Alassimone<br>Value: 0","Name: M Ardisson<br>With:: Y.Moreau<br>Value: 0","Name: M Ardisson<br>With:: D.Durand<br>Value: 0","Name: M Ardisson<br>With:: D.Expert<br>Value: 0","Name: M Ardisson<br>With:: F.Gosti<br>Value: 0","Name: M Ardisson<br>With:: E.Douzery<br>Value: 0","Name: M Ardisson<br>With:: S.Diser<br>Value: 0","Name: M Ardisson<br>With:: JP.Doyon<br>Value: 0","Name: M Ardisson<br>With:: V.Berry<br>Value: 0","Name: M Ardisson<br>With:: V.Daubin<br>Value: 0","Name: M Ardisson<br>With:: C.Scornavacca<br>Value: 0"],["Name: G Sarah<br>With:: S.Santoni<br>Value: 1","Name: G Sarah<br>With:: Y.Holtz<br>Value: 0","Name: G Sarah<br>With:: S.Gautier<br>Value: 0","Name: G Sarah<br>With:: J.David<br>Value: 1","Name: G Sarah<br>With:: G.Sarah<br>Value: 0","Name: G Sarah<br>With:: G.Poux<br>Value: 1","Name: G Sarah<br>With:: NO.Rode<br>Value: 0","Name: G Sarah<br>With:: P.Roumet<br>Value: 0","Name: G Sarah<br>With:: V.Viader<br>Value: 0","Name: G Sarah<br>With:: M.Ardisson<br>Value: 1","Name: G Sarah<br>With:: S.Glémin<br>Value: 1","Name: G Sarah<br>With:: K.Belkhir<br>Value: 0","Name: G Sarah<br>With:: N.Galtier<br>Value: 0","Name: G Sarah<br>With:: EJP.Douzery<br>Value: 0","Name: G Sarah<br>With:: F.Delsuc<br>Value: 0","Name: G Sarah<br>With:: J.Romiguier<br>Value: 0","Name: G Sarah<br>With:: B.Boussau<br>Value: 0","Name: G Sarah<br>With:: JY.Dutheil<br>Value: 0","Name: G Sarah<br>With:: JH.Wilson<br>Value: 0","Name: G Sarah<br>With:: F.Zhang<br>Value: 0","Name: G Sarah<br>With:: N.Chantret<br>Value: 0","Name: G Sarah<br>With:: G.Droc<br>Value: 0","Name: G Sarah<br>With:: F.De.Lamotte<br>Value: 0","Name: G Sarah<br>With:: A.Dereeper<br>Value: 0","Name: G Sarah<br>With:: N.Agudelo<br>Value: 0","Name: G Sarah<br>With:: JT.Boehm<br>Value: 0","Name: G Sarah<br>With:: J.Montmain<br>Value: 0","Name: G Sarah<br>With:: M.Crampes<br>Value: 0","Name: G Sarah<br>With:: PD.Jenkins<br>Value: 0","Name: G Sarah<br>With:: M.Ballenghien<br>Value: 0","Name: G Sarah<br>With:: B.Vacherie<br>Value: 0","Name: G Sarah<br>With:: J.Alassimone<br>Value: 0","Name: G Sarah<br>With:: Y.Moreau<br>Value: 0","Name: G Sarah<br>With:: D.Durand<br>Value: 0","Name: G Sarah<br>With:: D.Expert<br>Value: 0","Name: G Sarah<br>With:: F.Gosti<br>Value: 0","Name: G Sarah<br>With:: E.Douzery<br>Value: 0","Name: G Sarah<br>With:: S.Diser<br>Value: 0","Name: G Sarah<br>With:: JP.Doyon<br>Value: 0","Name: G Sarah<br>With:: V.Berry<br>Value: 0","Name: G Sarah<br>With:: V.Daubin<br>Value: 0","Name: G Sarah<br>With:: C.Scornavacca<br>Value: 0"],["Name: M Tavaud-Pirra<br>With:: S.Santoni<br>Value: 1","Name: M Tavaud-Pirra<br>With:: Y.Holtz<br>Value: 0","Name: M Tavaud-Pirra<br>With:: S.Gautier<br>Value: 0","Name: M Tavaud-Pirra<br>With:: J.David<br>Value: 1","Name: M Tavaud-Pirra<br>With:: G.Sarah<br>Value: 1","Name: M Tavaud-Pirra<br>With:: G.Poux<br>Value: 0","Name: M Tavaud-Pirra<br>With:: NO.Rode<br>Value: 0","Name: M Tavaud-Pirra<br>With:: P.Roumet<br>Value: 0","Name: M Tavaud-Pirra<br>With:: V.Viader<br>Value: 0","Name: M Tavaud-Pirra<br>With:: M.Ardisson<br>Value: 1","Name: M Tavaud-Pirra<br>With:: S.Glémin<br>Value: 0","Name: M Tavaud-Pirra<br>With:: K.Belkhir<br>Value: 0","Name: M Tavaud-Pirra<br>With:: N.Galtier<br>Value: 0","Name: M Tavaud-Pirra<br>With:: EJP.Douzery<br>Value: 0","Name: M Tavaud-Pirra<br>With:: F.Delsuc<br>Value: 0","Name: M Tavaud-Pirra<br>With:: J.Romiguier<br>Value: 0","Name: M Tavaud-Pirra<br>With:: B.Boussau<br>Value: 0","Name: M Tavaud-Pirra<br>With:: JY.Dutheil<br>Value: 0","Name: M Tavaud-Pirra<br>With:: JH.Wilson<br>Value: 0","Name: M Tavaud-Pirra<br>With:: F.Zhang<br>Value: 0","Name: M Tavaud-Pirra<br>With:: N.Chantret<br>Value: 0","Name: M Tavaud-Pirra<br>With:: G.Droc<br>Value: 0","Name: M Tavaud-Pirra<br>With:: F.De.Lamotte<br>Value: 0","Name: M Tavaud-Pirra<br>With:: A.Dereeper<br>Value: 0","Name: M Tavaud-Pirra<br>With:: N.Agudelo<br>Value: 0","Name: M Tavaud-Pirra<br>With:: JT.Boehm<br>Value: 0","Name: M Tavaud-Pirra<br>With:: J.Montmain<br>Value: 0","Name: M Tavaud-Pirra<br>With:: M.Crampes<br>Value: 0","Name: M Tavaud-Pirra<br>With:: PD.Jenkins<br>Value: 0","Name: M Tavaud-Pirra<br>With:: M.Ballenghien<br>Value: 0","Name: M Tavaud-Pirra<br>With:: B.Vacherie<br>Value: 0","Name: M Tavaud-Pirra<br>With:: J.Alassimone<br>Value: 0","Name: M Tavaud-Pirra<br>With:: Y.Moreau<br>Value: 0","Name: M Tavaud-Pirra<br>With:: D.Durand<br>Value: 0","Name: M Tavaud-Pirra<br>With:: D.Expert<br>Value: 0","Name: M Tavaud-Pirra<br>With:: F.Gosti<br>Value: 0","Name: M Tavaud-Pirra<br>With:: E.Douzery<br>Value: 0","Name: M Tavaud-Pirra<br>With:: S.Diser<br>Value: 0","Name: M Tavaud-Pirra<br>With:: JP.Doyon<br>Value: 0","Name: M Tavaud-Pirra<br>With:: V.Berry<br>Value: 0","Name: M Tavaud-Pirra<br>With:: V.Daubin<br>Value: 0","Name: M Tavaud-Pirra<br>With:: C.Scornavacca<br>Value: 0"],["Name: J David<br>With:: S.Santoni<br>Value: 1","Name: J David<br>With:: Y.Holtz<br>Value: 1","Name: J David<br>With:: S.Gautier<br>Value: 0","Name: J David<br>With:: J.David<br>Value: 0","Name: J David<br>With:: G.Sarah<br>Value: 1","Name: J David<br>With:: G.Poux<br>Value: 1","Name: J David<br>With:: NO.Rode<br>Value: 0","Name: J David<br>With:: P.Roumet<br>Value: 0","Name: J David<br>With:: V.Viader<br>Value: 0","Name: J David<br>With:: M.Ardisson<br>Value: 1","Name: J David<br>With:: S.Glémin<br>Value: 0","Name: J David<br>With:: K.Belkhir<br>Value: 0","Name: J David<br>With:: N.Galtier<br>Value: 0","Name: J David<br>With:: EJP.Douzery<br>Value: 0","Name: J David<br>With:: F.Delsuc<br>Value: 0","Name: J David<br>With:: J.Romiguier<br>Value: 0","Name: J David<br>With:: B.Boussau<br>Value: 0","Name: J David<br>With:: JY.Dutheil<br>Value: 0","Name: J David<br>With:: JH.Wilson<br>Value: 0","Name: J David<br>With:: F.Zhang<br>Value: 0","Name: J David<br>With:: N.Chantret<br>Value: 0","Name: J David<br>With:: G.Droc<br>Value: 0","Name: J David<br>With:: F.De.Lamotte<br>Value: 0","Name: J David<br>With:: A.Dereeper<br>Value: 0","Name: J David<br>With:: N.Agudelo<br>Value: 0","Name: J David<br>With:: JT.Boehm<br>Value: 0","Name: J David<br>With:: J.Montmain<br>Value: 0","Name: J David<br>With:: M.Crampes<br>Value: 0","Name: J David<br>With:: PD.Jenkins<br>Value: 0","Name: J David<br>With:: M.Ballenghien<br>Value: 0","Name: J David<br>With:: B.Vacherie<br>Value: 0","Name: J David<br>With:: J.Alassimone<br>Value: 0","Name: J David<br>With:: Y.Moreau<br>Value: 0","Name: J David<br>With:: D.Durand<br>Value: 0","Name: J David<br>With:: D.Expert<br>Value: 0","Name: J David<br>With:: F.Gosti<br>Value: 0","Name: J David<br>With:: E.Douzery<br>Value: 0","Name: J David<br>With:: S.Diser<br>Value: 0","Name: J David<br>With:: JP.Doyon<br>Value: 0","Name: J David<br>With:: V.Berry<br>Value: 0","Name: J David<br>With:: V.Daubin<br>Value: 0","Name: J David<br>With:: C.Scornavacca<br>Value: 0"],["Name: S Santoni<br>With:: S.Santoni<br>Value: 0","Name: S Santoni<br>With:: Y.Holtz<br>Value: 1","Name: S Santoni<br>With:: S.Gautier<br>Value: 1","Name: S Santoni<br>With:: J.David<br>Value: 1","Name: S Santoni<br>With:: G.Sarah<br>Value: 1","Name: S Santoni<br>With:: G.Poux<br>Value: 1","Name: S Santoni<br>With:: NO.Rode<br>Value: 0","Name: S Santoni<br>With:: P.Roumet<br>Value: 0","Name: S Santoni<br>With:: V.Viader<br>Value: 0","Name: S Santoni<br>With:: M.Ardisson<br>Value: 1","Name: S Santoni<br>With:: S.Glémin<br>Value: 1","Name: S Santoni<br>With:: K.Belkhir<br>Value: 0","Name: S Santoni<br>With:: N.Galtier<br>Value: 0","Name: S Santoni<br>With:: EJP.Douzery<br>Value: 0","Name: S Santoni<br>With:: F.Delsuc<br>Value: 0","Name: S Santoni<br>With:: J.Romiguier<br>Value: 0","Name: S Santoni<br>With:: B.Boussau<br>Value: 0","Name: S Santoni<br>With:: JY.Dutheil<br>Value: 0","Name: S Santoni<br>With:: JH.Wilson<br>Value: 0","Name: S Santoni<br>With:: F.Zhang<br>Value: 0","Name: S Santoni<br>With:: N.Chantret<br>Value: 0","Name: S Santoni<br>With:: G.Droc<br>Value: 0","Name: S Santoni<br>With:: F.De.Lamotte<br>Value: 0","Name: S Santoni<br>With:: A.Dereeper<br>Value: 0","Name: S Santoni<br>With:: N.Agudelo<br>Value: 0","Name: S Santoni<br>With:: JT.Boehm<br>Value: 0","Name: S Santoni<br>With:: J.Montmain<br>Value: 0","Name: S Santoni<br>With:: M.Crampes<br>Value: 0","Name: S Santoni<br>With:: PD.Jenkins<br>Value: 0","Name: S Santoni<br>With:: M.Ballenghien<br>Value: 0","Name: S Santoni<br>With:: B.Vacherie<br>Value: 0","Name: S Santoni<br>With:: J.Alassimone<br>Value: 0","Name: S Santoni<br>With:: Y.Moreau<br>Value: 0","Name: S Santoni<br>With:: D.Durand<br>Value: 0","Name: S Santoni<br>With:: D.Expert<br>Value: 0","Name: S Santoni<br>With:: F.Gosti<br>Value: 0","Name: S Santoni<br>With:: E.Douzery<br>Value: 0","Name: S Santoni<br>With:: S.Diser<br>Value: 0","Name: S Santoni<br>With:: JP.Doyon<br>Value: 0","Name: S Santoni<br>With:: V.Berry<br>Value: 0","Name: S Santoni<br>With:: V.Daubin<br>Value: 0","Name: S Santoni<br>With:: C.Scornavacca<br>Value: 0"],["Name: I Fischer<br>With:: S.Santoni<br>Value: 0","Name: I Fischer<br>With:: Y.Holtz<br>Value: 0","Name: I Fischer<br>With:: S.Gautier<br>Value: 0","Name: I Fischer<br>With:: J.David<br>Value: 0","Name: I Fischer<br>With:: G.Sarah<br>Value: 0","Name: I Fischer<br>With:: G.Poux<br>Value: 0","Name: I Fischer<br>With:: NO.Rode<br>Value: 0","Name: I Fischer<br>With:: P.Roumet<br>Value: 0","Name: I Fischer<br>With:: V.Viader<br>Value: 0","Name: I Fischer<br>With:: M.Ardisson<br>Value: 0","Name: I Fischer<br>With:: S.Glémin<br>Value: 1","Name: I Fischer<br>With:: K.Belkhir<br>Value: 0","Name: I Fischer<br>With:: N.Galtier<br>Value: 0","Name: I Fischer<br>With:: EJP.Douzery<br>Value: 0","Name: I Fischer<br>With:: F.Delsuc<br>Value: 0","Name: I Fischer<br>With:: J.Romiguier<br>Value: 0","Name: I Fischer<br>With:: B.Boussau<br>Value: 0","Name: I Fischer<br>With:: JY.Dutheil<br>Value: 0","Name: I Fischer<br>With:: JH.Wilson<br>Value: 0","Name: I Fischer<br>With:: F.Zhang<br>Value: 0","Name: I Fischer<br>With:: N.Chantret<br>Value: 1","Name: I Fischer<br>With:: G.Droc<br>Value: 0","Name: I Fischer<br>With:: F.De.Lamotte<br>Value: 0","Name: I Fischer<br>With:: A.Dereeper<br>Value: 0","Name: I Fischer<br>With:: N.Agudelo<br>Value: 0","Name: I Fischer<br>With:: JT.Boehm<br>Value: 0","Name: I Fischer<br>With:: J.Montmain<br>Value: 0","Name: I Fischer<br>With:: M.Crampes<br>Value: 0","Name: I Fischer<br>With:: PD.Jenkins<br>Value: 0","Name: I Fischer<br>With:: M.Ballenghien<br>Value: 0","Name: I Fischer<br>With:: B.Vacherie<br>Value: 0","Name: I Fischer<br>With:: J.Alassimone<br>Value: 0","Name: I Fischer<br>With:: Y.Moreau<br>Value: 0","Name: I Fischer<br>With:: D.Durand<br>Value: 0","Name: I Fischer<br>With:: D.Expert<br>Value: 0","Name: I Fischer<br>With:: F.Gosti<br>Value: 0","Name: I Fischer<br>With:: E.Douzery<br>Value: 0","Name: I Fischer<br>With:: S.Diser<br>Value: 0","Name: I Fischer<br>With:: JP.Doyon<br>Value: 0","Name: I Fischer<br>With:: V.Berry<br>Value: 0","Name: I Fischer<br>With:: V.Daubin<br>Value: 0","Name: I Fischer<br>With:: C.Scornavacca<br>Value: 0"],["Name: J Dainat<br>With:: S.Santoni<br>Value: 0","Name: J Dainat<br>With:: Y.Holtz<br>Value: 0","Name: J Dainat<br>With:: S.Gautier<br>Value: 0","Name: J Dainat<br>With:: J.David<br>Value: 0","Name: J Dainat<br>With:: G.Sarah<br>Value: 0","Name: J Dainat<br>With:: G.Poux<br>Value: 0","Name: J Dainat<br>With:: NO.Rode<br>Value: 0","Name: J Dainat<br>With:: P.Roumet<br>Value: 0","Name: J Dainat<br>With:: V.Viader<br>Value: 1","Name: J Dainat<br>With:: M.Ardisson<br>Value: 1","Name: J Dainat<br>With:: S.Glémin<br>Value: 1","Name: J Dainat<br>With:: K.Belkhir<br>Value: 0","Name: J Dainat<br>With:: N.Galtier<br>Value: 0","Name: J Dainat<br>With:: EJP.Douzery<br>Value: 0","Name: J Dainat<br>With:: F.Delsuc<br>Value: 0","Name: J Dainat<br>With:: J.Romiguier<br>Value: 0","Name: J Dainat<br>With:: B.Boussau<br>Value: 0","Name: J Dainat<br>With:: JY.Dutheil<br>Value: 0","Name: J Dainat<br>With:: JH.Wilson<br>Value: 0","Name: J Dainat<br>With:: F.Zhang<br>Value: 0","Name: J Dainat<br>With:: N.Chantret<br>Value: 1","Name: J Dainat<br>With:: G.Droc<br>Value: 0","Name: J Dainat<br>With:: F.De.Lamotte<br>Value: 0","Name: J Dainat<br>With:: A.Dereeper<br>Value: 0","Name: J Dainat<br>With:: N.Agudelo<br>Value: 0","Name: J Dainat<br>With:: JT.Boehm<br>Value: 0","Name: J Dainat<br>With:: J.Montmain<br>Value: 0","Name: J Dainat<br>With:: M.Crampes<br>Value: 0","Name: J Dainat<br>With:: PD.Jenkins<br>Value: 0","Name: J Dainat<br>With:: M.Ballenghien<br>Value: 0","Name: J Dainat<br>With:: B.Vacherie<br>Value: 0","Name: J Dainat<br>With:: J.Alassimone<br>Value: 0","Name: J Dainat<br>With:: Y.Moreau<br>Value: 0","Name: J Dainat<br>With:: D.Durand<br>Value: 0","Name: J Dainat<br>With:: D.Expert<br>Value: 0","Name: J Dainat<br>With:: F.Gosti<br>Value: 0","Name: J Dainat<br>With:: E.Douzery<br>Value: 0","Name: J Dainat<br>With:: S.Diser<br>Value: 0","Name: J Dainat<br>With:: JP.Doyon<br>Value: 0","Name: J Dainat<br>With:: V.Berry<br>Value: 0","Name: J Dainat<br>With:: V.Daubin<br>Value: 0","Name: J Dainat<br>With:: C.Scornavacca<br>Value: 0"]],"colorscale":[[0,"#440154"],[1,"#FDE725"]],"type":"heatmap","showscale":false,"autocolorscale":false,"showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","frame":null},{"x":[0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5,null,0.5,42.5],"y":[0.5,0.5,null,1.5,1.5,null,10.5,10.5,null,11.5,11.5,null,12.5,12.5,null,13.5,13.5,null,14.5,14.5,null,15.5,15.5,null,16.5,16.5,null,17.5,17.5,null,18.5,18.5,null,19.5,19.5,null,2.5,2.5,null,20.5,20.5,null,21.5,21.5,null,22.5,22.5,null,23.5,23.5,null,24.5,24.5,null,25.5,25.5,null,26.5,26.5,null,27.5,27.5,null,28.5,28.5,null,29.5,29.5,null,3.5,3.5,null,30.5,30.5,null,31.5,31.5,null,32.5,32.5,null,33.5,33.5,null,34.5,34.5,null,35.5,35.5,null,36.5,36.5,null,37.5,37.5,null,38.5,38.5,null,39.5,39.5,null,4.5,4.5,null,40.5,40.5,null,41.5,41.5,null,42.5,42.5,null,43.5,43.5,null,44.5,44.5,null,45.5,45.5,null,46.5,46.5,null,47.5,47.5,null,48.5,48.5,null,49.5,49.5,null,5.5,5.5,null,50.5,50.5,null,6.5,6.5,null,7.5,7.5,null,8.5,8.5,null,9.5,9.5],"text":"","type":"scatter","mode":"lines","line":{"width":1.8897637795275593,"color":"rgba(255,255,255,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","frame":null,"marker":{"showscale":false}},{"x":[0.5,0.5,null,1.5,1.5,null,10.5,10.5,null,11.5,11.5,null,12.5,12.5,null,13.5,13.5,null,14.5,14.5,null,15.5,15.5,null,16.5,16.5,null,17.5,17.5,null,18.5,18.5,null,19.5,19.5,null,2.5,2.5,null,20.5,20.5,null,21.5,21.5,null,22.5,22.5,null,23.5,23.5,null,24.5,24.5,null,25.5,25.5,null,26.5,26.5,null,27.5,27.5,null,28.5,28.5,null,29.5,29.5,null,3.5,3.5,null,30.5,30.5,null,31.5,31.5,null,32.5,32.5,null,33.5,33.5,null,34.5,34.5,null,35.5,35.5,null,36.5,36.5,null,37.5,37.5,null,38.5,38.5,null,39.5,39.5,null,4.5,4.5,null,40.5,40.5,null,41.5,41.5,null,42.5,42.5,null,5.5,5.5,null,6.5,6.5,null,7.5,7.5,null,8.5,8.5,null,9.5,9.5],"y":[0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5,null,0.5,50.5],"text":"","type":"scatter","mode":"lines","line":{"width":1.8897637795275593,"color":"rgba(255,255,255,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y2","hoverinfo":"text","frame":null,"marker":{"showscale":false}},{"x":[1],"y":[1],"name":"e252df6584924e90d3107f4310f957ff","type":"scatter","mode":"markers","opacity":0,"hoverinfo":"skip","showlegend":false,"marker":{"color":[0,1],"colorscale":[[0,"#440154"],[0.0033444816053511705,"#440256"],[0.006688963210702341,"#450357"],[0.010033444816053512,"#450558"],[0.013377926421404682,"#450659"],[0.016722408026755852,"#46075B"],[0.020066889632107024,"#46085C"],[0.023411371237458192,"#460A5D"],[0.026755852842809364,"#460B5E"],[0.030100334448160536,"#470C5F"],[0.033444816053511704,"#470E61"],[0.036789297658862873,"#470F62"],[0.040133779264214048,"#471063"],[0.043478260869565216,"#471164"],[0.046822742474916385,"#471365"],[0.05016722408026756,"#481467"],[0.053511705685618728,"#481568"],[0.056856187290969896,"#481768"],[0.060200668896321072,"#481769"],[0.06354515050167224,"#48186A"],[0.066889632107023408,"#481A6C"],[0.070234113712374577,"#481B6D"],[0.073578595317725745,"#481C6E"],[0.076923076923076927,"#481D6F"],[0.080267558528428096,"#481E6F"],[0.083612040133779264,"#481F70"],[0.086956521739130432,"#482071"],[0.090301003344481601,"#482173"],[0.093645484949832769,"#482374"],[0.096989966555183951,"#482475"],[0.10033444816053512,"#482576"],[0.10367892976588629,"#482576"],[0.10702341137123746,"#482777"],[0.11036789297658862,"#482878"],[0.11371237458193979,"#482979"],[0.11705685618729096,"#472A7A"],[0.12040133779264214,"#472B7A"],[0.12374581939799331,"#472D7B"],[0.12709030100334448,"#472D7B"],[0.13043478260869565,"#472E7C"],[0.13377926421404682,"#472F7D"],[0.13712374581939799,"#46307E"],[0.14046822742474915,"#46327E"],[0.14381270903010032,"#46337F"],[0.14715719063545149,"#463480"],[0.15050167224080269,"#463480"],[0.15384615384615385,"#453581"],[0.15719063545150502,"#453781"],[0.16053511705685619,"#453882"],[0.16387959866220736,"#443983"],[0.16722408026755853,"#443A83"],[0.1705685618729097,"#443A83"],[0.17391304347826086,"#443C84"],[0.17725752508361203,"#433D84"],[0.1806020066889632,"#433E85"],[0.18394648829431437,"#423F85"],[0.18729096989966554,"#424086"],[0.19063545150501671,"#424186"],[0.1939799331103679,"#424186"],[0.19732441471571907,"#414387"],[0.20066889632107024,"#414487"],[0.20401337792642141,"#404588"],[0.20735785953177258,"#404688"],[0.21070234113712374,"#3F4788"],[0.21404682274247491,"#3F4889"],[0.21739130434782608,"#3F4889"],[0.22073578595317725,"#3E4989"],[0.22408026755852842,"#3E4A89"],[0.22742474916387959,"#3E4C8A"],[0.23076923076923075,"#3D4D8A"],[0.23411371237458192,"#3D4E8A"],[0.23745819397993312,"#3C4F8A"],[0.24080267558528429,"#3C4F8A"],[0.24414715719063546,"#3C508B"],[0.24749163879598662,"#3B518B"],[0.25083612040133779,"#3B528B"],[0.25418060200668896,"#3A538B"],[0.25752508361204013,"#3A548C"],[0.2608695652173913,"#39558C"],[0.26421404682274247,"#39558C"],[0.26755852842809363,"#39568C"],[0.2709030100334448,"#38588C"],[0.27424749163879597,"#38598C"],[0.27759197324414714,"#375A8C"],[0.28093645484949831,"#375B8D"],[0.28428093645484948,"#375B8D"],[0.28762541806020064,"#365C8D"],[0.29096989966555181,"#365D8D"],[0.29431438127090298,"#355E8D"],[0.29765886287625415,"#355F8D"],[0.30100334448160537,"#34608D"],[0.30434782608695654,"#34618D"],[0.30769230769230771,"#34618D"],[0.31103678929765888,"#33628D"],[0.31438127090301005,"#33638D"],[0.31772575250836121,"#32648E"],[0.32107023411371238,"#32658E"],[0.32441471571906355,"#31668E"],[0.32775919732441472,"#31678E"],[0.33110367892976589,"#31678E"],[0.33444816053511706,"#31688E"],[0.33779264214046822,"#30698E"],[0.34113712374581939,"#306A8E"],[0.34448160535117056,"#2F6B8E"],[0.34782608695652173,"#2F6C8E"],[0.3511705685618729,"#2E6D8E"],[0.35451505016722407,"#2E6D8E"],[0.35785953177257523,"#2E6E8E"],[0.3612040133779264,"#2E6F8E"],[0.36454849498327757,"#2D708E"],[0.36789297658862874,"#2D718E"],[0.37123745819397991,"#2C718E"],[0.37458193979933108,"#2C728E"],[0.37792642140468224,"#2C728E"],[0.38127090301003341,"#2C738E"],[0.38461538461538458,"#2B748E"],[0.38795986622073581,"#2B758E"],[0.39130434782608697,"#2A768E"],[0.39464882943143814,"#2A778E"],[0.39799331103678931,"#2A778E"],[0.40133779264214048,"#2A788E"],[0.40468227424749165,"#29798E"],[0.40802675585284282,"#297A8E"],[0.41137123745819398,"#297B8E"],[0.41471571906354515,"#287C8E"],[0.41806020066889632,"#287D8E"],[0.42140468227424749,"#287D8E"],[0.42474916387959866,"#277E8E"],[0.42809364548494983,"#277F8E"],[0.43143812709030099,"#27808E"],[0.43478260869565216,"#26818E"],[0.43812709030100333,"#26828E"],[0.4414715719063545,"#26828E"],[0.44481605351170567,"#26828E"],[0.44816053511705684,"#25838E"],[0.451505016722408,"#25848E"],[0.45484949832775917,"#25858E"],[0.45819397993311034,"#24868E"],[0.46153846153846151,"#24878E"],[0.46488294314381268,"#23888E"],[0.46822742474916385,"#23888E"],[0.47157190635451507,"#23898E"],[0.47491638795986624,"#238A8D"],[0.47826086956521741,"#228B8D"],[0.48160535117056857,"#228C8D"],[0.48494983277591974,"#228D8D"],[0.48829431438127091,"#218E8D"],[0.49163879598662208,"#218E8D"],[0.49498327759197325,"#218F8D"],[0.49832775919732442,"#21908D"],[0.50167224080267558,"#21918C"],[0.50501672240802675,"#20928C"],[0.50836120401337792,"#20928C"],[0.51170568561872909,"#20928C"],[0.51505016722408026,"#20938C"],[0.51839464882943143,"#1F948C"],[0.52173913043478259,"#1F958B"],[0.52508361204013376,"#1F968B"],[0.52842809364548493,"#1F978B"],[0.5317725752508361,"#1F988B"],[0.53511705685618727,"#1F988B"],[0.53846153846153844,"#1F998A"],[0.5418060200668896,"#1F9A8A"],[0.54515050167224077,"#1E9B8A"],[0.54849498327759194,"#1E9C89"],[0.55183946488294311,"#1E9D89"],[0.55518394648829428,"#1F9E89"],[0.55852842809364545,"#1F9E89"],[0.56187290969899661,"#1F9F88"],[0.56521739130434778,"#1FA088"],[0.56856187290969895,"#1FA188"],[0.57190635451505012,"#1FA187"],[0.57525083612040129,"#1FA287"],[0.57859531772575246,"#20A386"],[0.58193979933110362,"#20A386"],[0.58528428093645479,"#20A486"],[0.58862876254180596,"#21A585"],[0.59197324414715713,"#21A685"],[0.5953177257525083,"#22A785"],[0.59866220735785947,"#22A884"],[0.60200668896321075,"#23A983"],[0.60535117056856191,"#23A983"],[0.60869565217391308,"#24AA83"],[0.61204013377926425,"#25AB82"],[0.61538461538461542,"#25AC82"],[0.61872909698996659,"#26AD81"],[0.62207357859531776,"#27AD81"],[0.62541806020066892,"#27AD81"],[0.62876254180602009,"#28AE80"],[0.63210702341137126,"#29AF7F"],[0.63545150501672243,"#2AB07F"],[0.6387959866220736,"#2CB17E"],[0.64214046822742477,"#2DB27D"],[0.64548494983277593,"#2EB37C"],[0.6488294314381271,"#2EB37C"],[0.65217391304347827,"#30B47C"],[0.65551839464882944,"#31B57B"],[0.65886287625418061,"#32B67A"],[0.66220735785953178,"#34B679"],[0.66555183946488294,"#35B779"],[0.66889632107023411,"#36B878"],[0.67224080267558528,"#37B878"],[0.67558528428093645,"#39B977"],[0.67892976588628762,"#3ABA76"],[0.68227424749163879,"#3BBB75"],[0.68561872909698995,"#3DBC74"],[0.68896321070234112,"#3EBC73"],[0.69230769230769229,"#40BD72"],[0.69565217391304346,"#41BD72"],[0.69899665551839463,"#42BE71"],[0.7023411371237458,"#44BF70"],[0.70568561872909696,"#46C06F"],[0.70903010033444813,"#48C16E"],[0.7123745819397993,"#49C16D"],[0.71571906354515047,"#4BC26C"],[0.71906354515050164,"#4DC26C"],[0.72240802675585281,"#4EC36B"],[0.72575250836120397,"#50C46A"],[0.72909698996655514,"#52C569"],[0.73244147157190631,"#54C568"],[0.73578595317725748,"#55C667"],[0.73913043478260865,"#57C666"],[0.74247491638795982,"#59C765"],[0.74581939799331098,"#5AC864"],[0.74916387959866215,"#5CC863"],[0.75250836120401332,"#5EC962"],[0.75585284280936449,"#5FCA61"],[0.75919732441471566,"#62CB5F"],[0.76254180602006683,"#64CB5F"],[0.76588628762541799,"#66CB5D"],[0.76923076923076916,"#67CC5C"],[0.77257525083612044,"#69CD5B"],[0.77591973244147161,"#6CCD5A"],[0.77926421404682278,"#6DCE59"],[0.78260869565217395,"#6FCF57"],[0.78595317725752512,"#71CF57"],[0.78929765886287628,"#74D055"],[0.79264214046822745,"#75D054"],[0.79598662207357862,"#77D153"],[0.79933110367892979,"#79D151"],[0.80267558528428096,"#7BD250"],[0.80602006688963213,"#7ED34F"],[0.80936454849498329,"#80D34E"],[0.81270903010033446,"#82D34D"],[0.81605351170568563,"#84D44B"],[0.8193979933110368,"#86D549"],[0.82274247491638797,"#88D548"],[0.82608695652173914,"#8AD647"],[0.8294314381270903,"#8DD645"],[0.83277591973244147,"#8FD644"],[0.83612040133779264,"#91D743"],[0.83946488294314381,"#93D741"],[0.84280936454849498,"#95D840"],[0.84615384615384615,"#97D83E"],[0.84949832775919731,"#9AD93D"],[0.85284280936454848,"#9CD93C"],[0.85618729096989965,"#9ED93A"],[0.85953177257525082,"#A0DA39"],[0.86287625418060199,"#A2DA37"],[0.86622073578595316,"#A5DB36"],[0.86956521739130432,"#A7DB35"],[0.87290969899665549,"#A9DC33"],[0.87625418060200666,"#ABDC31"],[0.87959866220735783,"#AEDC30"],[0.882943143812709,"#B0DD2F"],[0.88628762541806017,"#B2DD2D"],[0.88963210702341133,"#B5DE2B"],[0.8929765886287625,"#B7DE2A"],[0.89632107023411367,"#B9DE28"],[0.89966555183946484,"#BBDE27"],[0.90301003344481601,"#BEDF26"],[0.90635451505016718,"#C0DF25"],[0.90969899665551834,"#C2DF23"],[0.91304347826086951,"#C4E021"],[0.91638795986622068,"#C7E020"],[0.91973244147157185,"#C9E11F"],[0.92307692307692302,"#CBE11E"],[0.92642140468227419,"#CEE11D"],[0.92976588628762535,"#D0E11C"],[0.93311036789297652,"#D2E21B"],[0.93645484949832769,"#D4E21A"],[0.93979933110367886,"#D7E219"],[0.94314381270903014,"#D9E319"],[0.94648829431438131,"#DBE319"],[0.94983277591973247,"#DDE318"],[0.95317725752508364,"#DFE318"],[0.95652173913043481,"#E2E418"],[0.95986622073578598,"#E4E419"],[0.96321070234113715,"#E6E419"],[0.96655518394648832,"#E8E419"],[0.96989966555183948,"#EBE51A"],[0.97324414715719065,"#EDE51B"],[0.97658862876254182,"#EFE51C"],[0.97993311036789299,"#F1E51D"],[0.98327759197324416,"#F3E61E"],[0.98662207357859533,"#F5E61F"],[0.98996655518394649,"#F7E620"],[0.99331103678929766,"#F9E622"],[0.99665551839464883,"#FBE723"],[1,"#FDE725"]],"colorbar":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.8897637795275593,"thickness":23.039999999999996,"title":null,"titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.611872146118724},"tickmode":"array","ticktext":["0.00","0.25","0.50","0.75","1.00"],"tickvals":[0.0016666666666666668,0.2508333333333333,0.49999999999999994,0.74916666666666665,0.99833333333333329],"tickfont":{"color":"rgba(0,0,0,1)","family":"","size":11.68949771689498},"ticklen":2,"len":0.5},"showscale":false},"xaxis":"x","yaxis":"y2","frame":null},{"x":[4,4,null,4,3.4641016151377544,null,3.4641016151377544,3.4641016151377544,null,3.4641016151377544,3,null,3,3,null,3,0,null,3,3,null,3,0,null,3.4641016151377544,3.4641016151377544,null,3.4641016151377544,2.6457513110645907,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,2,null,2,2,null,2,0,null,2,2,null,2,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,0,null,4,4,null,4,3.6055512754639891,null,3.6055512754639891,3.6055512754639891,null,3.6055512754639891,3,null,3,3,null,3,2,null,2,2,null,2,2,null,2,2,null,2,0,null,2,2,null,2,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,0,null,3,3,null,3,2.8284271247461903,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2.6457513110645907,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,1,null,1,1,null,1,0,null,1,1,null,1,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2.4494897427831779,null,2.4494897427831779,2.4494897427831779,null,2.4494897427831779,2,null,2,2,null,2,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,2,2,null,2,0,null,2.4494897427831779,2.4494897427831779,null,2.4494897427831779,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,2,null,2,2,null,2,2,null,2,2,null,2,2,null,2,2,null,2,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2,2,null,2,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,0,0,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,0,0,null,0,0,null,0,0,null,0,0,null,3.6055512754639891,3.6055512754639891,null,3.6055512754639891,2.8284271247461903,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2.4494897427831779,null,2.4494897427831779,2.4494897427831779,null,2.4494897427831779,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,1,null,1,1,null,1,0,null,1,1,null,1,0,null,2.4494897427831779,2.4494897427831779,null,2.4494897427831779,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,2.8284271247461903,2.8284271247461903,null,2.8284271247461903,2.6457513110645907,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,2.2360679774997898,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,2,null,2,2,null,2,1.7320508075688772,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,1.7320508075688772,1.7320508075688772,null,1.7320508075688772,0,null,2,2,null,2,0,null,2.2360679774997898,2.2360679774997898,null,2.2360679774997898,0,null,2.6457513110645907,2.6457513110645907,null,2.6457513110645907,1.4142135623730951,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0,null,1.4142135623730951,1.4142135623730951,null,1.4142135623730951,0],"y":[18.098358154296875,3.71875,null,3.71875,3.71875,null,3.71875,1.5,null,1.5,1.5,null,1.5,1,null,1,1,null,1.5,2,null,2,2,null,3.71875,5.9375,null,5.9375,5.9375,null,5.9375,4.875,null,4.875,4.875,null,4.875,3.75,null,3.75,3.75,null,3.75,3,null,3,3,null,3.75,4.5,null,4.5,4.5,null,4.5,4,null,4,4,null,4.5,5,null,5,5,null,4.875,6,null,6,6,null,5.9375,7,null,7,7,null,18.098358154296875,32.47796630859375,null,32.47796630859375,32.47796630859375,null,32.47796630859375,19.7371826171875,null,19.7371826171875,19.7371826171875,null,19.7371826171875,9.875,null,9.875,9.875,null,9.875,8.75,null,8.75,8.75,null,8.75,8,null,8,8,null,8.75,9.5,null,9.5,9.5,null,9.5,9,null,9,9,null,9.5,10,null,10,10,null,9.875,11,null,11,11,null,19.7371826171875,29.599365234375,null,29.599365234375,29.599365234375,null,29.599365234375,21.44873046875,null,21.44873046875,21.44873046875,null,21.44873046875,16.25,null,16.25,16.25,null,16.25,14.5,null,14.5,14.5,null,14.5,13.25,null,13.25,13.25,null,13.25,12.5,null,12.5,12.5,null,12.5,12,null,12,12,null,12.5,13,null,13,13,null,13.25,14,null,14,14,null,14.5,15.75,null,15.75,15.75,null,15.75,15,null,15,15,null,15.75,16.5,null,16.5,16.5,null,16.5,16,null,16,16,null,16.5,17,null,17,17,null,16.25,18,null,18,18,null,21.44873046875,26.6474609375,null,26.6474609375,26.6474609375,null,26.6474609375,20.25,null,20.25,20.25,null,20.25,19.5,null,19.5,19.5,null,19.5,19,null,19,19,null,19.5,20,null,20,20,null,20.25,21,null,21,21,null,26.6474609375,33.044921875,null,33.044921875,33.044921875,null,33.044921875,31.33984375,null,31.33984375,31.33984375,null,31.33984375,29.6796875,null,29.6796875,29.6796875,null,29.6796875,27.859375,null,27.859375,27.859375,null,27.859375,26.21875,null,26.21875,26.21875,null,26.21875,24.9375,null,24.9375,24.9375,null,24.9375,23.875,null,23.875,23.875,null,23.875,22.75,null,22.75,22.75,null,22.75,22,null,22,22,null,22.75,23.5,null,23.5,23.5,null,23.5,23,null,23,23,null,23.5,24,null,24,24,null,23.875,25,null,25,25,null,24.9375,26,null,26,26,null,26.21875,27.5,null,27.5,27.5,null,27.5,27,null,27,27,null,27.5,28,null,28,28,null,27.859375,29.5,null,29.5,29.5,null,29.5,29,null,29,29,null,29.5,30,null,30,30,null,29.6796875,31.5,null,31.5,31.5,null,31.5,31,null,31,31,null,31.5,32,null,32,32,null,31.33984375,33,null,33,33,null,33.044921875,34.75,null,34.75,34.75,null,34.75,34,null,34,34,null,34.75,35.5,null,35.5,35.5,null,35.5,35,null,35,35,null,35.5,36,null,36,36,null,29.599365234375,37.75,null,37.75,37.75,null,37.75,37,null,37,37,null,37.75,38.5,null,38.5,38.5,null,38.5,38,null,38,38,null,38.5,39,null,39,39,null,32.47796630859375,45.21875,null,45.21875,45.21875,null,45.21875,42.125,null,42.125,42.125,null,42.125,40.75,null,40.75,40.75,null,40.75,40,null,40,40,null,40.75,41.5,null,41.5,41.5,null,41.5,41,null,41,41,null,41.5,42,null,42,42,null,42.125,43.5,null,43.5,43.5,null,43.5,43,null,43,43,null,43.5,44,null,44,44,null,45.21875,48.3125,null,48.3125,48.3125,null,48.3125,47.125,null,47.125,47.125,null,47.125,46.25,null,46.25,46.25,null,46.25,45.5,null,45.5,45.5,null,45.5,45,null,45,45,null,45.5,46,null,46,46,null,46.25,47,null,47,47,null,47.125,48,null,48,48,null,48.3125,49.5,null,49.5,49.5,null,49.5,49,null,49,49,null,49.5,50,null,50,50],"text":["y: 4.000000","y: 4.000000",null,"y: 4.000000","y: 4.000000",null,"y: 3.464102","y: 3.464102",null,"y: 3.464102","y: 3.464102",null,"y: 3.000000","y: 3.000000",null,"y: 3.000000","y: 3.000000",null,"y: 3.000000","y: 3.000000",null,"y: 3.000000","y: 3.000000",null,"y: 3.464102","y: 3.464102",null,"y: 3.464102","y: 3.464102",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 4.000000","y: 4.000000",null,"y: 4.000000","y: 4.000000",null,"y: 3.605551","y: 3.605551",null,"y: 3.605551","y: 3.605551",null,"y: 3.000000","y: 3.000000",null,"y: 3.000000","y: 3.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 3.000000","y: 3.000000",null,"y: 3.000000","y: 3.000000",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.449490","y: 2.449490",null,"y: 2.449490","y: 2.449490",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.449490","y: 2.449490",null,"y: 2.449490","y: 2.449490",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 0.000000","y: 0.000000",null,"y: 3.605551","y: 3.605551",null,"y: 3.605551","y: 3.605551",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.449490","y: 2.449490",null,"y: 2.449490","y: 2.449490",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 1.000000","y: 1.000000",null,"y: 2.449490","y: 2.449490",null,"y: 2.449490","y: 2.449490",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 2.828427","y: 2.828427",null,"y: 2.828427","y: 2.828427",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 1.732051","y: 1.732051",null,"y: 2.000000","y: 2.000000",null,"y: 2.000000","y: 2.000000",null,"y: 2.236068","y: 2.236068",null,"y: 2.236068","y: 2.236068",null,"y: 2.645751","y: 2.645751",null,"y: 2.645751","y: 2.645751",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214",null,"y: 1.414214","y: 1.414214"],"type":"scatter","mode":"lines","line":{"width":0.37795275590551186,"color":"rgba(0,0,0,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","frame":null},{"x":[4,3.4641016151377544,3,0,0,2.6457513110645907,2.2360679774997898,2,0,1.4142135623730951,0,0,0,0,3.6055512754639891,3,2,2,0,0,0,0,0,2.8284271247461903,2.6457513110645907,2.2360679774997898,2.2360679774997898,1.7320508075688772,1,0,0,0,1.7320508075688772,0,1.4142135623730951,0,0,0,2.4494897427831779,2,1.4142135623730951,0,0,0,2.2360679774997898,2,2,2,1.7320508075688772,1.4142135623730951,1.4142135623730951,1.4142135623730951,0,1.4142135623730951,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.4142135623730951,0,0,0,0,2.8284271247461903,2.4494897427831779,1.7320508075688772,0,1,0,0,1.4142135623730951,0,0,2.6457513110645907,2.2360679774997898,2,1.7320508075688772,0,0,0,0,1.4142135623730951,0,0],"y":[18.098358154296875,3.71875,1.5,1,2,5.9375,4.875,3.75,3,4.5,4,5,6,7,32.47796630859375,19.7371826171875,9.875,8.75,8,9.5,9,10,11,29.599365234375,21.44873046875,16.25,14.5,13.25,12.5,12,13,14,15.75,15,16.5,16,17,18,26.6474609375,20.25,19.5,19,20,21,33.044921875,31.33984375,29.6796875,27.859375,26.21875,24.9375,23.875,22.75,22,23.5,23,24,25,26,27.5,27,28,29.5,29,30,31.5,31,32,33,34.75,34,35.5,35,36,37.75,37,38.5,38,39,45.21875,42.125,40.75,40,41.5,41,42,43.5,43,44,48.3125,47.125,46.25,45.5,45,46,47,48,49.5,49,50],"text":["y: 4.000000","y: 3.464102","y: 3.000000","y: 0.000000","y: 0.000000","y: 2.645751","y: 2.236068","y: 2.000000","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 3.605551","y: 3.000000","y: 2.000000","y: 2.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.828427","y: 2.645751","y: 2.236068","y: 2.236068","y: 1.732051","y: 1.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 1.732051","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.449490","y: 2.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.236068","y: 2.000000","y: 2.000000","y: 2.000000","y: 1.732051","y: 1.414214","y: 1.414214","y: 1.414214","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 2.828427","y: 2.449490","y: 1.732051","y: 0.000000","y: 1.000000","y: 0.000000","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000","y: 2.645751","y: 2.236068","y: 2.000000","y: 1.732051","y: 0.000000","y: 0.000000","y: 0.000000","y: 0.000000","y: 1.414214","y: 0.000000","y: 0.000000"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"transparent","opacity":1,"size":null,"symbol":null,"line":{"width":1.8897637795275593,"color":"transparent"}},"hoveron":"points","showlegend":false,"xaxis":"x2","yaxis":"y2","hoverinfo":"text","frame":null}],"layout":{"xaxis":{"domain":[0,0.80000000000000004],"automargin":true,"type":"linear","autorange":false,"range":[0.5,42.5],"tickmode":"array","ticktext":["S.Santoni","Y.Holtz","S.Gautier","J.David","G.Sarah","G.Poux","NO.Rode","P.Roumet","V.Viader","M.Ardisson","S.Glémin","K.Belkhir","N.Galtier","EJP.Douzery","F.Delsuc","J.Romiguier","B.Boussau","JY.Dutheil","JH.Wilson","F.Zhang","N.Chantret","G.Droc","F.De.Lamotte","A.Dereeper","N.Agudelo","JT.Boehm","J.Montmain","M.Crampes","PD.Jenkins","M.Ballenghien","B.Vacherie","J.Alassimone","Y.Moreau","D.Durand","D.Expert","F.Gosti","E.Douzery","S.Diser","JP.Doyon","V.Berry","V.Daubin","C.Scornavacca"],"tickvals":[1,2,3,4,5,6,7,8,9,10,11,12.000000000000002,13,14.000000000000002,15,16,17,18,19,20,21,22,23,24,25,25.999999999999996,27,28,29,29.999999999999996,31,32,33,34,35,36,37,38,39,40,41,42],"categoryorder":"array","categoryarray":["S.Santoni","Y.Holtz","S.Gautier","J.David","G.Sarah","G.Poux","NO.Rode","P.Roumet","V.Viader","M.Ardisson","S.Glémin","K.Belkhir","N.Galtier","EJP.Douzery","F.Delsuc","J.Romiguier","B.Boussau","JY.Dutheil","JH.Wilson","F.Zhang","N.Chantret","G.Droc","F.De.Lamotte","A.Dereeper","N.Agudelo","JT.Boehm","J.Montmain","M.Crampes","PD.Jenkins","M.Ballenghien","B.Vacherie","J.Alassimone","Y.Moreau","D.Durand","D.Expert","F.Gosti","E.Douzery","S.Diser","JP.Doyon","V.Berry","V.Daubin","C.Scornavacca"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.6529680365296811,"tickwidth":0.66417600664176002,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":9.2984640929846432},"tickangle":-45,"showline":false,"linecolor":null,"linewidth":0,"showgrid":false,"gridcolor":null,"gridwidth":0,"zeroline":false,"anchor":"y2","hoverformat":".2f"},"xaxis2":{"domain":[0.80000000000000004,1],"automargin":true,"showticklabels":false,"showgrid":false,"zeroline":false,"anchor":"y2","type":"linear","autorange":false,"range":[0,4],"tickmode":"array","ticktext":["0","1","2","3","4"],"tickvals":[0,1,2,3,4],"categoryorder":"array","categoryarray":["0","1","2","3","4"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.6529680365296811,"tickwidth":0,"tickfont":{"color":null,"family":null,"size":0},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"gridcolor":null,"gridwidth":0,"hoverformat":".2f"},"yaxis2":{"domain":[0,0.80000000000000004],"automargin":true,"type":"linear","autorange":false,"range":[0.5,50.5],"tickmode":"array","ticktext":["C Scornavacca","F Delsuc","JY Dutheil","E Figuet","J Romiguier","EJP Douzery","N Galtier","L Duret","S Gaillard","J Dutheil","S Glémin","JF Dufayard","JP Doyon","TH Nguyen","S Glemin","JS Escobar","A Criscuolo","V Berry","K Belkhir","S Harispe","N Clairon","H Philippe","D Huchon","E Cornillot","V Cahais","Z Shahzad","A Bateman","RF Murphy","NNT Nguyen","D Vile","JY Yang","M Leray","MF Sy","S Bocs","FC Baurens","A Armero","P Roumet","JL David","M Tavaud","A Besnard","M Bonnefoy","V Viader","Y Holtz","M Ardisson","G Sarah","M Tavaud-Pirra","J David","S Santoni","I Fischer","J Dainat"],"tickvals":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,14.999999999999998,16,17,18,19,20,21,22,23,24,25,26,27,28.000000000000004,28.999999999999996,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50],"categoryorder":"array","categoryarray":["C Scornavacca","F Delsuc","JY Dutheil","E Figuet","J Romiguier","EJP Douzery","N Galtier","L Duret","S Gaillard","J Dutheil","S Glémin","JF Dufayard","JP Doyon","TH Nguyen","S Glemin","JS Escobar","A Criscuolo","V Berry","K Belkhir","S Harispe","N Clairon","H Philippe","D Huchon","E Cornillot","V Cahais","Z Shahzad","A Bateman","RF Murphy","NNT Nguyen","D Vile","JY Yang","M Leray","MF Sy","S Bocs","FC Baurens","A Armero","P Roumet","JL David","M Tavaud","A Besnard","M Bonnefoy","V Viader","Y Holtz","M Ardisson","G Sarah","M Tavaud-Pirra","J David","S Santoni","I Fischer","J Dainat"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.6529680365296811,"tickwidth":0.66417600664176002,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":9.2984640929846432},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":false,"gridcolor":null,"gridwidth":0,"zeroline":false,"anchor":"x","title":"","hoverformat":".2f"},"yaxis":{"domain":[0.80000000000000004,1],"automargin":true,"showticklabels":false,"showgrid":false,"zeroline":false,"anchor":"x","type":"linear","autorange":false,"range":[0,4.2426406871192848],"tickmode":"array","ticktext":["0","1","2","3","4"],"tickvals":[0,1,2,3,4],"categoryorder":"array","categoryarray":["0","1","2","3","4"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.6529680365296811,"tickwidth":0,"tickfont":{"color":null,"family":null,"size":0},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"gridcolor":null,"gridwidth":0,"title":{"text":"","font":{"color":null,"family":null,"size":0}},"hoverformat":".2f"},"annotations":[],"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":0.80000000000000004,"y0":0.80000000000000004,"y1":1},{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":0.80000000000000004,"y0":0,"y1":0.80000000000000004},{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0.80000000000000004,"x1":1,"y0":0,"y1":0.80000000000000004}],"images":[],"margin":{"t":40,"r":20,"b":60,"l":100},"font":{"color":"rgba(0,0,0,1)","family":"","size":14.611872146118724},"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.8897637795275593,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.68949771689498},"title":{"text":"","font":{"color":"rgba(0,0,0,1)","family":"","size":14.611872146118724}},"y":1,"yanchor":"top"},"hovermode":"closest","barmode":"relative","paper_bgcolor":"rgba(255,255,255,1)","title":""},"attrs":{"66a177393093":{"xend":{},"yend":{},"colour":{},"linetype":{},"size":{},"x":{},"y":{},"type":"scatter"},"66a14ba4400b":{"colour":{},"shape":{},"size":{},"x":{},"y":{}},"66a1c68b8f9":{"alpha_stroke":1,"sizes":[10,100],"spans":[1,20]},"66a16fd6de38":{"x":{},"y":{},"fill":{},"text":{},"type":"heatmap"},"66a139767e5":{"yintercept":{}},"66a14925ed3a":{"xintercept":{}},"66a146e64997":{"xend":{},"yend":{},"colour":{},"linetype":{},"size":{},"x":{},"y":{},"type":"scatter"},"66a138e97cde":{"colour":{},"shape":{},"size":{},"x":{},"y":{}}},"source":"A","config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false,"displaylogo":false,"modeBarButtonsToRemove":["sendDataToCloud","select2d","lasso2d","autoScale2d","hoverClosestCartesian","hoverCompareCartesian","sendDataToCloud"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"subplot":true,"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
</center>
</div>
<div id="network" class="section level1">
<h1>Network</h1>
<hr />
<p>Since an adjacency matrix is a <code>network structure</code>, it is
possible to build a <a
href="https://www.data-to-viz.com/graph/network.html">network graph</a>.
In a network graph, each entity is represented as a <code>node</code>,
and each connection as an <code>edge</code>.</p>
<p>In my opinion, this type of representation makes more sense when the
connections are <code>unweighted</code>, since drawing edges with
different sizes tends to clutter the figure and make it unreadable.</p>
<p>Thus, here is an application of this chart type to the coauthor
network. Researchers are the nodes, represented as dots. If 2
researchers have published at least one scientific paper together, they
are connected. The node size is proportionnal to the number of
coauthors.</p>
</div>
</div>
<div class="row"
style="padding-left: 50px; padding-right: 50px; margin-left: auto; margin-right: auto;">
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="co"># Transform the adjacency matrix in a long format</span></span>
<span id="cb8-2"><a href="#cb8-2" tabindex="-1"></a>connect <span class="ot">&lt;-</span> dataUU <span class="sc">%&gt;%</span></span>
<span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a>  <span class="fu">gather</span>(<span class="at">key=</span><span class="st">&quot;to&quot;</span>, <span class="at">value=</span><span class="st">&quot;value&quot;</span>, <span class="sc">-</span><span class="dv">1</span>) <span class="sc">%&gt;%</span></span>
<span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">to =</span> <span class="fu">gsub</span>(<span class="st">&quot;</span><span class="sc">\\</span><span class="st">.&quot;</span>, <span class="st">&quot; &quot;</span>,to)) <span class="sc">%&gt;%</span></span>
<span id="cb8-5"><a href="#cb8-5" tabindex="-1"></a>  <span class="fu">na.omit</span>()</span>
<span id="cb8-6"><a href="#cb8-6" tabindex="-1"></a></span>
<span id="cb8-7"><a href="#cb8-7" tabindex="-1"></a><span class="co"># Number of connection per person</span></span>
<span id="cb8-8"><a href="#cb8-8" tabindex="-1"></a><span class="fu">c</span>( <span class="fu">as.character</span>(connect<span class="sc">$</span>from), <span class="fu">as.character</span>(connect<span class="sc">$</span>to)) <span class="sc">%&gt;%</span></span>
<span id="cb8-9"><a href="#cb8-9" tabindex="-1"></a>  <span class="fu">as.tibble</span>() <span class="sc">%&gt;%</span></span>
<span id="cb8-10"><a href="#cb8-10" tabindex="-1"></a>  <span class="fu">group_by</span>(value) <span class="sc">%&gt;%</span></span>
<span id="cb8-11"><a href="#cb8-11" tabindex="-1"></a>  <span class="fu">summarize</span>(<span class="at">n=</span><span class="fu">n</span>()) <span class="ot">-&gt;</span> coauth</span>
<span id="cb8-12"><a href="#cb8-12" tabindex="-1"></a><span class="fu">colnames</span>(coauth) <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;name&quot;</span>, <span class="st">&quot;n&quot;</span>)</span>
<span id="cb8-13"><a href="#cb8-13" tabindex="-1"></a></span>
<span id="cb8-14"><a href="#cb8-14" tabindex="-1"></a><span class="co"># Create a graph object with igraph</span></span>
<span id="cb8-15"><a href="#cb8-15" tabindex="-1"></a>mygraph <span class="ot">&lt;-</span> <span class="fu">graph_from_data_frame</span>( connect, <span class="at">vertices =</span> coauth, <span class="at">directed =</span> <span class="cn">FALSE</span> )</span>
<span id="cb8-16"><a href="#cb8-16" tabindex="-1"></a></span>
<span id="cb8-17"><a href="#cb8-17" tabindex="-1"></a><span class="co"># Find community</span></span>
<span id="cb8-18"><a href="#cb8-18" tabindex="-1"></a>com <span class="ot">&lt;-</span> <span class="fu">walktrap.community</span>(mygraph)</span>
<span id="cb8-19"><a href="#cb8-19" tabindex="-1"></a></span>
<span id="cb8-20"><a href="#cb8-20" tabindex="-1"></a><span class="co">#Reorder dataset and make the graph</span></span>
<span id="cb8-21"><a href="#cb8-21" tabindex="-1"></a>coauth <span class="ot">&lt;-</span> coauth <span class="sc">%&gt;%</span></span>
<span id="cb8-22"><a href="#cb8-22" tabindex="-1"></a>  <span class="fu">mutate</span>( <span class="at">grp =</span> com<span class="sc">$</span>membership) <span class="sc">%&gt;%</span></span>
<span id="cb8-23"><a href="#cb8-23" tabindex="-1"></a>  <span class="fu">arrange</span>(grp) <span class="sc">%&gt;%</span></span>
<span id="cb8-24"><a href="#cb8-24" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">name=</span><span class="fu">factor</span>(name, name))</span>
<span id="cb8-25"><a href="#cb8-25" tabindex="-1"></a></span>
<span id="cb8-26"><a href="#cb8-26" tabindex="-1"></a><span class="co"># keep only 10 first communities</span></span>
<span id="cb8-27"><a href="#cb8-27" tabindex="-1"></a>coauth <span class="ot">&lt;-</span> coauth <span class="sc">%&gt;%</span></span>
<span id="cb8-28"><a href="#cb8-28" tabindex="-1"></a>  <span class="fu">filter</span>(grp<span class="sc">&lt;</span><span class="dv">16</span>)</span>
<span id="cb8-29"><a href="#cb8-29" tabindex="-1"></a></span>
<span id="cb8-30"><a href="#cb8-30" tabindex="-1"></a><span class="co"># keep only this people in edges</span></span>
<span id="cb8-31"><a href="#cb8-31" tabindex="-1"></a>connect <span class="ot">&lt;-</span> connect <span class="sc">%&gt;%</span></span>
<span id="cb8-32"><a href="#cb8-32" tabindex="-1"></a>  <span class="fu">filter</span>(from <span class="sc">%in%</span> coauth<span class="sc">$</span>name) <span class="sc">%&gt;%</span></span>
<span id="cb8-33"><a href="#cb8-33" tabindex="-1"></a>  <span class="fu">filter</span>(to <span class="sc">%in%</span> coauth<span class="sc">$</span>name)</span>
<span id="cb8-34"><a href="#cb8-34" tabindex="-1"></a></span>
<span id="cb8-35"><a href="#cb8-35" tabindex="-1"></a><span class="co"># Create a graph object with igraph</span></span>
<span id="cb8-36"><a href="#cb8-36" tabindex="-1"></a>mygraph <span class="ot">&lt;-</span> <span class="fu">graph_from_data_frame</span>( connect, <span class="at">vertices =</span> coauth, <span class="at">directed =</span> <span class="cn">FALSE</span> )</span>
<span id="cb8-37"><a href="#cb8-37" tabindex="-1"></a></span>
<span id="cb8-38"><a href="#cb8-38" tabindex="-1"></a><span class="co"># prepare a vector of n color in the viridis scale</span></span>
<span id="cb8-39"><a href="#cb8-39" tabindex="-1"></a>mycolor <span class="ot">&lt;-</span> <span class="fu">colormap</span>(<span class="at">colormap=</span>colormaps<span class="sc">$</span>viridis, <span class="at">nshades=</span><span class="fu">max</span>(coauth<span class="sc">$</span>grp))</span>
<span id="cb8-40"><a href="#cb8-40" tabindex="-1"></a>mycolor <span class="ot">&lt;-</span> <span class="fu">sample</span>(mycolor, <span class="fu">length</span>(mycolor))</span>
<span id="cb8-41"><a href="#cb8-41" tabindex="-1"></a></span>
<span id="cb8-42"><a href="#cb8-42" tabindex="-1"></a><span class="co"># Make the graph</span></span>
<span id="cb8-43"><a href="#cb8-43" tabindex="-1"></a><span class="fu">ggraph</span>(mygraph) <span class="sc">+</span></span>
<span id="cb8-44"><a href="#cb8-44" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="at">edge_colour=</span><span class="st">&quot;black&quot;</span>, <span class="at">edge_alpha=</span><span class="fl">0.2</span>, <span class="at">edge_width=</span><span class="fl">0.3</span>, <span class="at">fold=</span><span class="cn">TRUE</span>) <span class="sc">+</span></span>
<span id="cb8-45"><a href="#cb8-45" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">size=</span>n, <span class="at">color=</span><span class="fu">as.factor</span>(grp), <span class="at">fill=</span>grp), <span class="at">alpha=</span><span class="fl">0.9</span>) <span class="sc">+</span></span>
<span id="cb8-46"><a href="#cb8-46" tabindex="-1"></a>  <span class="fu">scale_size_continuous</span>(<span class="at">range=</span><span class="fu">c</span>(<span class="fl">0.5</span>,<span class="dv">8</span>)) <span class="sc">+</span></span>
<span id="cb8-47"><a href="#cb8-47" tabindex="-1"></a>  <span class="fu">scale_color_manual</span>(<span class="at">values=</span>mycolor) <span class="sc">+</span></span>
<span id="cb8-48"><a href="#cb8-48" tabindex="-1"></a>  <span class="fu">geom_node_text</span>(<span class="fu">aes</span>(<span class="at">label=</span><span class="fu">ifelse</span>(n<span class="sc">&gt;</span><span class="dv">6</span>, <span class="fu">as.character</span>(name), <span class="st">&quot;&quot;</span>)), <span class="at">angle=</span><span class="dv">65</span>, <span class="at">hjust=</span><span class="fu">rep</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">1</span>),<span class="dv">58</span>), <span class="at">nudge_y =</span> <span class="fu">rep</span>(<span class="fu">c</span>(<span class="fl">0.5</span>,<span class="sc">-</span><span class="fl">0.5</span>),<span class="dv">58</span>), <span class="at">size=</span><span class="fl">2.3</span>, <span class="at">color=</span><span class="st">&quot;grey&quot;</span>) <span class="sc">+</span></span>
<span id="cb8-49"><a href="#cb8-49" tabindex="-1"></a>  <span class="fu">theme_void</span>() <span class="sc">+</span></span>
<span id="cb8-50"><a href="#cb8-50" tabindex="-1"></a>  <span class="fu">theme</span>(</span>
<span id="cb8-51"><a href="#cb8-51" tabindex="-1"></a>    <span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>,</span>
<span id="cb8-52"><a href="#cb8-52" tabindex="-1"></a>    <span class="at">plot.margin=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>), <span class="st">&quot;null&quot;</span>),</span>
<span id="cb8-53"><a href="#cb8-53" tabindex="-1"></a>    <span class="at">panel.spacing=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>), <span class="st">&quot;null&quot;</span>)</span>
<span id="cb8-54"><a href="#cb8-54" tabindex="-1"></a>  ) <span class="sc">+</span></span>
<span id="cb8-55"><a href="#cb8-55" tabindex="-1"></a>  <span class="fu">expand_limits</span>(<span class="at">x =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">1.2</span>, <span class="fl">1.2</span>), <span class="at">y =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">1.2</span>, <span class="fl">1.2</span>))</span></code></pre></div>
<p><img src="AdjacencyMatrix_files/figure-html/unnamed-chunk-9-1.png" width="1152" style="display: block; margin: auto;" /></p>
</div>
<div class="mycontent">
<p><a href="https://www.data-to-viz.com/graph/network.html">Network
graphs</a> are very powerful to study the global structure of the
network. Here, a few groups of researchers are isolated. Each actually
represents one single paper where Vincent Ranwez was involved. In the
middle a massive network of researchers appear: these are the people who
Vincent published with most often, and are therefore all linked
together.</p>
<p><br></p>
<p>However, network charts are very bad at annotating every single
points: names tend to overlap edges making the figure unreadable. The
arc diagram described below is a good alternative if you want to show
labels.</p>
<div id="chord-diagram-again" class="section level1">
<h1>Chord diagram (again)</h1>
<hr />
<p>Instead of using a custom algorithm to position each nodes, it is
possible to place them all around a circle, making a chord diagram. But
this kind of chart makes sense only if the order of nodes around the
circle is carefully chosen, to avoid having a cluttered and unreadable
figure.</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="co"># Transform the adjacency matrix in a long format</span></span>
<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>connect <span class="ot">&lt;-</span> dataUU <span class="sc">%&gt;%</span></span>
<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>  <span class="fu">gather</span>(<span class="at">key=</span><span class="st">&quot;to&quot;</span>, <span class="at">value=</span><span class="st">&quot;value&quot;</span>, <span class="sc">-</span><span class="dv">1</span>) <span class="sc">%&gt;%</span></span>
<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">to =</span> <span class="fu">gsub</span>(<span class="st">&quot;</span><span class="sc">\\</span><span class="st">.&quot;</span>, <span class="st">&quot; &quot;</span>,to)) <span class="sc">%&gt;%</span></span>
<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a>  <span class="fu">na.omit</span>()</span>
<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a></span>
<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a><span class="co"># Number of connection per person</span></span>
<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a><span class="fu">c</span>( <span class="fu">as.character</span>(connect<span class="sc">$</span>from), <span class="fu">as.character</span>(connect<span class="sc">$</span>to)) <span class="sc">%&gt;%</span></span>
<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a>  <span class="fu">as.tibble</span>() <span class="sc">%&gt;%</span></span>
<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a>  <span class="fu">group_by</span>(value) <span class="sc">%&gt;%</span></span>
<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a>  <span class="fu">summarize</span>(<span class="at">n=</span><span class="fu">n</span>()) <span class="ot">-&gt;</span> coauth</span>
<span id="cb9-12"><a href="#cb9-12" tabindex="-1"></a><span class="fu">colnames</span>(coauth) <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;name&quot;</span>, <span class="st">&quot;n&quot;</span>)</span>
<span id="cb9-13"><a href="#cb9-13" tabindex="-1"></a></span>
<span id="cb9-14"><a href="#cb9-14" tabindex="-1"></a><span class="co"># Create a graph object with igraph</span></span>
<span id="cb9-15"><a href="#cb9-15" tabindex="-1"></a>mygraph <span class="ot">&lt;-</span> <span class="fu">graph_from_data_frame</span>( connect, <span class="at">vertices =</span> coauth, <span class="at">directed =</span> <span class="cn">FALSE</span> )</span>
<span id="cb9-16"><a href="#cb9-16" tabindex="-1"></a></span>
<span id="cb9-17"><a href="#cb9-17" tabindex="-1"></a><span class="co"># Find community</span></span>
<span id="cb9-18"><a href="#cb9-18" tabindex="-1"></a>com <span class="ot">&lt;-</span> <span class="fu">walktrap.community</span>(mygraph)</span>
<span id="cb9-19"><a href="#cb9-19" tabindex="-1"></a></span>
<span id="cb9-20"><a href="#cb9-20" tabindex="-1"></a><span class="co">#Reorder dataset and make the graph</span></span>
<span id="cb9-21"><a href="#cb9-21" tabindex="-1"></a>coauth <span class="ot">&lt;-</span> coauth <span class="sc">%&gt;%</span></span>
<span id="cb9-22"><a href="#cb9-22" tabindex="-1"></a>  <span class="fu">mutate</span>( <span class="at">grp =</span> com<span class="sc">$</span>membership) <span class="sc">%&gt;%</span></span>
<span id="cb9-23"><a href="#cb9-23" tabindex="-1"></a>  <span class="fu">arrange</span>(grp) <span class="sc">%&gt;%</span></span>
<span id="cb9-24"><a href="#cb9-24" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">name=</span><span class="fu">factor</span>(name, name))</span>
<span id="cb9-25"><a href="#cb9-25" tabindex="-1"></a></span>
<span id="cb9-26"><a href="#cb9-26" tabindex="-1"></a><span class="co"># keep only 10 first communities</span></span>
<span id="cb9-27"><a href="#cb9-27" tabindex="-1"></a>coauth <span class="ot">&lt;-</span> coauth <span class="sc">%&gt;%</span></span>
<span id="cb9-28"><a href="#cb9-28" tabindex="-1"></a>  <span class="fu">filter</span>(grp<span class="sc">&lt;</span><span class="dv">16</span>)</span>
<span id="cb9-29"><a href="#cb9-29" tabindex="-1"></a></span>
<span id="cb9-30"><a href="#cb9-30" tabindex="-1"></a><span class="co"># keep only this people in edges</span></span>
<span id="cb9-31"><a href="#cb9-31" tabindex="-1"></a>connect <span class="ot">&lt;-</span> connect <span class="sc">%&gt;%</span></span>
<span id="cb9-32"><a href="#cb9-32" tabindex="-1"></a>  <span class="fu">filter</span>(from <span class="sc">%in%</span> coauth<span class="sc">$</span>name) <span class="sc">%&gt;%</span></span>
<span id="cb9-33"><a href="#cb9-33" tabindex="-1"></a>  <span class="fu">filter</span>(to <span class="sc">%in%</span> coauth<span class="sc">$</span>name)</span>
<span id="cb9-34"><a href="#cb9-34" tabindex="-1"></a></span>
<span id="cb9-35"><a href="#cb9-35" tabindex="-1"></a><span class="co"># Add label angle</span></span>
<span id="cb9-36"><a href="#cb9-36" tabindex="-1"></a>number_of_bar<span class="ot">=</span><span class="fu">nrow</span>(coauth)</span>
<span id="cb9-37"><a href="#cb9-37" tabindex="-1"></a>coauth<span class="sc">$</span>id <span class="ot">=</span> <span class="fu">seq</span>(<span class="dv">1</span>, <span class="fu">nrow</span>(coauth))</span>
<span id="cb9-38"><a href="#cb9-38" tabindex="-1"></a>angle<span class="ot">=</span> <span class="dv">360</span> <span class="sc">*</span> (coauth<span class="sc">$</span>id<span class="fl">-0.5</span>) <span class="sc">/</span>number_of_bar     <span class="co"># I substract 0.5 because the letter must have the angle of the center of the bars. Not extreme right(1) or extreme left (0)</span></span>
<span id="cb9-39"><a href="#cb9-39" tabindex="-1"></a>coauth<span class="sc">$</span>hjust <span class="ot">&lt;-</span> <span class="fu">ifelse</span>(angle <span class="sc">&gt;</span> <span class="dv">90</span> <span class="sc">&amp;</span> angle<span class="sc">&lt;</span><span class="dv">270</span>, <span class="dv">1</span>, <span class="dv">0</span>)</span>
<span id="cb9-40"><a href="#cb9-40" tabindex="-1"></a>coauth<span class="sc">$</span>angle <span class="ot">&lt;-</span> <span class="fu">ifelse</span>(angle <span class="sc">&gt;</span> <span class="dv">90</span> <span class="sc">&amp;</span> angle<span class="sc">&lt;</span><span class="dv">270</span>, angle<span class="sc">+</span><span class="dv">180</span>, angle)</span>
<span id="cb9-41"><a href="#cb9-41" tabindex="-1"></a></span>
<span id="cb9-42"><a href="#cb9-42" tabindex="-1"></a><span class="co"># Create a graph object with igraph</span></span>
<span id="cb9-43"><a href="#cb9-43" tabindex="-1"></a>mygraph <span class="ot">&lt;-</span> <span class="fu">graph_from_data_frame</span>( connect, <span class="at">vertices =</span> coauth, <span class="at">directed =</span> <span class="cn">FALSE</span> )</span>
<span id="cb9-44"><a href="#cb9-44" tabindex="-1"></a></span>
<span id="cb9-45"><a href="#cb9-45" tabindex="-1"></a><span class="co"># prepare a vector of n color in the viridis scale</span></span>
<span id="cb9-46"><a href="#cb9-46" tabindex="-1"></a>mycolor <span class="ot">&lt;-</span> <span class="fu">colormap</span>(<span class="at">colormap=</span>colormaps<span class="sc">$</span>viridis, <span class="at">nshades=</span><span class="fu">max</span>(coauth<span class="sc">$</span>grp))</span>
<span id="cb9-47"><a href="#cb9-47" tabindex="-1"></a>mycolor <span class="ot">&lt;-</span> <span class="fu">sample</span>(mycolor, <span class="fu">length</span>(mycolor))</span>
<span id="cb9-48"><a href="#cb9-48" tabindex="-1"></a></span>
<span id="cb9-49"><a href="#cb9-49" tabindex="-1"></a><span class="co"># Make the graph</span></span>
<span id="cb9-50"><a href="#cb9-50" tabindex="-1"></a><span class="fu">ggraph</span>(mygraph, <span class="at">layout=</span><span class="st">&quot;circle&quot;</span>) <span class="sc">+</span></span>
<span id="cb9-51"><a href="#cb9-51" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="at">edge_colour=</span><span class="st">&quot;black&quot;</span>, <span class="at">edge_alpha=</span><span class="fl">0.2</span>, <span class="at">edge_width=</span><span class="fl">0.3</span>, <span class="at">fold=</span><span class="cn">FALSE</span>) <span class="sc">+</span></span>
<span id="cb9-52"><a href="#cb9-52" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">size=</span>n, <span class="at">color=</span><span class="fu">as.factor</span>(grp), <span class="at">fill=</span>grp), <span class="at">alpha=</span><span class="fl">0.9</span>) <span class="sc">+</span></span>
<span id="cb9-53"><a href="#cb9-53" tabindex="-1"></a>  <span class="fu">scale_size_continuous</span>(<span class="at">range=</span><span class="fu">c</span>(<span class="fl">0.5</span>,<span class="dv">8</span>)) <span class="sc">+</span></span>
<span id="cb9-54"><a href="#cb9-54" tabindex="-1"></a>  <span class="fu">scale_color_manual</span>(<span class="at">values=</span>mycolor) <span class="sc">+</span></span>
<span id="cb9-55"><a href="#cb9-55" tabindex="-1"></a>  <span class="fu">geom_node_text</span>(<span class="fu">aes</span>(<span class="at">label=</span><span class="fu">paste</span>(<span class="st">&quot;    &quot;</span>,name,<span class="st">&quot;    &quot;</span>), <span class="at">angle=</span>angle, <span class="at">hjust=</span>hjust), <span class="at">size=</span><span class="fl">2.3</span>, <span class="at">color=</span><span class="st">&quot;black&quot;</span>) <span class="sc">+</span></span>
<span id="cb9-56"><a href="#cb9-56" tabindex="-1"></a>  <span class="fu">theme_void</span>() <span class="sc">+</span></span>
<span id="cb9-57"><a href="#cb9-57" tabindex="-1"></a>  <span class="fu">theme</span>(</span>
<span id="cb9-58"><a href="#cb9-58" tabindex="-1"></a>    <span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>,</span>
<span id="cb9-59"><a href="#cb9-59" tabindex="-1"></a>    <span class="at">plot.margin=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>), <span class="st">&quot;null&quot;</span>),</span>
<span id="cb9-60"><a href="#cb9-60" tabindex="-1"></a>    <span class="at">panel.spacing=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>,<span class="dv">0</span>), <span class="st">&quot;null&quot;</span>)</span>
<span id="cb9-61"><a href="#cb9-61" tabindex="-1"></a>  ) <span class="sc">+</span></span>
<span id="cb9-62"><a href="#cb9-62" tabindex="-1"></a>  <span class="fu">expand_limits</span>(<span class="at">x =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">1.2</span>, <span class="fl">1.2</span>), <span class="at">y =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">1.2</span>, <span class="fl">1.2</span>))</span></code></pre></div>
<p><img src="AdjacencyMatrix_files/figure-html/unnamed-chunk-10-1.png" width="768" style="display: block; margin: auto;" /></p>
</div>
<div id="arc-diagram" class="section level1">
<h1>Arc diagram</h1>
<hr />
<p>An arc diagram follows the same concept, but displays nodes along a
single axis and links with arcs. The main advantage is that it allows to
make the labels easy to read.</p>
</div>
</div>
<div class="row"
style="padding-left: 50px; padding-right: 50px; margin-left: auto; margin-right: auto;">
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="co"># Make the graph</span></span>
<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a><span class="fu">ggraph</span>(mygraph, <span class="at">layout=</span><span class="st">&quot;linear&quot;</span>) <span class="sc">+</span></span>
<span id="cb10-3"><a href="#cb10-3" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="at">edge_colour=</span><span class="st">&quot;black&quot;</span>, <span class="at">edge_alpha=</span><span class="fl">0.2</span>, <span class="at">edge_width=</span><span class="fl">0.3</span>, <span class="at">fold=</span><span class="cn">TRUE</span>) <span class="sc">+</span></span>
<span id="cb10-4"><a href="#cb10-4" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">size=</span>n, <span class="at">color=</span><span class="fu">as.factor</span>(grp), <span class="at">fill=</span>grp), <span class="at">alpha=</span><span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb10-5"><a href="#cb10-5" tabindex="-1"></a>  <span class="fu">scale_size_continuous</span>(<span class="at">range=</span><span class="fu">c</span>(<span class="fl">0.5</span>,<span class="dv">8</span>)) <span class="sc">+</span></span>
<span id="cb10-6"><a href="#cb10-6" tabindex="-1"></a>  <span class="fu">scale_color_manual</span>(<span class="at">values=</span>mycolor) <span class="sc">+</span></span>
<span id="cb10-7"><a href="#cb10-7" tabindex="-1"></a>  <span class="fu">geom_node_text</span>(<span class="fu">aes</span>(<span class="at">label=</span>name), <span class="at">angle=</span><span class="dv">65</span>, <span class="at">hjust=</span><span class="dv">1</span>, <span class="at">nudge_y =</span> <span class="sc">-</span><span class="fl">1.1</span>, <span class="at">size=</span><span class="fl">2.3</span>) <span class="sc">+</span></span>
<span id="cb10-8"><a href="#cb10-8" tabindex="-1"></a>  <span class="fu">theme_void</span>() <span class="sc">+</span></span>
<span id="cb10-9"><a href="#cb10-9" tabindex="-1"></a>  <span class="fu">theme</span>(</span>
<span id="cb10-10"><a href="#cb10-10" tabindex="-1"></a>    <span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>,</span>
<span id="cb10-11"><a href="#cb10-11" tabindex="-1"></a>    <span class="at">plot.margin=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="fl">0.4</span>,<span class="dv">0</span>), <span class="st">&quot;null&quot;</span>),</span>
<span id="cb10-12"><a href="#cb10-12" tabindex="-1"></a>    <span class="at">panel.spacing=</span><span class="fu">unit</span>(<span class="fu">c</span>(<span class="dv">0</span>,<span class="dv">0</span>,<span class="fl">3.4</span>,<span class="dv">0</span>), <span class="st">&quot;null&quot;</span>)</span>
<span id="cb10-13"><a href="#cb10-13" tabindex="-1"></a>  ) <span class="sc">+</span></span>
<span id="cb10-14"><a href="#cb10-14" tabindex="-1"></a>  <span class="fu">expand_limits</span>(<span class="at">x =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">1.2</span>, <span class="fl">1.2</span>), <span class="at">y =</span> <span class="fu">c</span>(<span class="sc">-</span><span class="fl">5.6</span>, <span class="fl">1.2</span>))</span></code></pre></div>
<p><img src="AdjacencyMatrix_files/figure-html/unnamed-chunk-11-1.png" width="1440" style="display: block; margin: auto;" /></p>
</div>
<div class="mycontent">






























          <!-- Insert code for related graphics  -->
          <h1>Going further</h1>
          <hr />
          <p>
            You can learn more about each type of graphic presented in this
            story in the dedicated sections. Click the icon below:
          </p>
                    <a href="https://www.data-to-viz.com/#portfolio">
            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Arc150.png></a
          >
                     <a href="https://www.data-to-viz.com/#portfolio">
            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Network150.png></a
          >
                     <a href="https://www.data-to-viz.com/#portfolio">
            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Heatmap150.png></a
          >
                     <a href="https://www.data-to-viz.com/#portfolio">
            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Sankey150.png></a
          >
                     <a href="https://www.data-to-viz.com/#portfolio">
            <img class="mylogoheader"
            src=https://github.com/holtzy/data_to_viz/raw/master/img/section/Chord150.png></a
          >
                     </div>
    </div>
    <section
      id="form"
      style="
        margin-top: 70px;
        padding-bottom: 70px;
        padding-top: 70px;
        background-color: #f8f9fa;
      "
    >
      <div class="container">
        <div style="display: flex; flex-direction: column; align-items: center">
          <h2 style="font-size: 44px" class="text-center">
            Dataviz decision tree
          </h2>
          <p class="text-center" style="max-width: 600px; font-size: 18px">
            <a href="https://www.data-to-viz.com">Data To Viz</a> is a
            comprehensive <b>classification of chart types</b> organized by data
            input format. Get a high-resolution version of our decision tree
            delivered to your inbox now!
          </p>
          <div
            style="
              margin-top: -50px;
              width: 100%;
              display: flex;
              justify-content: center;
            "
          >
            <script
              async
              data-uid="8010f15fd2"
              src="https://prodigious-trailblazer-3628.ck.page/8010f15fd2/index.js"
            ></script>
          </div>
          <br />
          <div class="text-center">
            <img
              class="img-fluid"
              src="../img/poster/poster_small.png"
              alt="High Resolution Poster"
              style="max-width: 400px"
            />
          </div>
        </div>
      </div>
    </section>

     &nbsp;
<hr />
<p style="text-align: center;">A work by <a href="https://github.com/holtzy/">Yan Holtz</a> for <a href="https://data-to-viz.com">data-to-viz.com</a></p>

<!-- Add icon library -->
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">

<!-- Add font awesome icons -->
<p style="text-align: center;">
	<a href="https://twitter.com/r_graph_gallery?lang=en" class="fa fa-twitter"></a>
	<a href="https://www.linkedin.com/in/yan-holtz-2477534a/" class="fa fa-linkedin"></a>
	<a href="https://github.com/holtzy/" class="fa fa-github"></a>
</p>

<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-79254642-3"></script>
<script>
  window.dataLayer = window.dataLayer || [];
  function gtag(){dataLayer.push(arguments);}
  gtag('js', new Date());

  gtag('config', 'UA-79254642-3');
</script>
<script>
var getOutboundLink = function(url) {
	gtag('event', 'click', {
		'event_category': 'outbound',
		'event_label': url,
		'transport_type': 'beacon',
		'event_callback': function(){document.location = url;}
	});
}
</script>

&nbsp;   
    <script>

      // add bootstrap table styles to pandoc tables
      function bootstrapStylePandocTables() {
        $('tr.header').parent('thead').parent('table').addClass('table table-condensed');
      }
      $(document).ready(function () {
        bootstrapStylePandocTables();
      });

          </script>
       </body>
</html>
